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Adaptive Low-Complexity Sequential Inference for Dirichlet Process Mixture Models
Theodoros Tsiligkaridis, Theodoros Tsiligkaridis and Keith Forsythe
Advances in Neural Information Processing Systems 28, 2015


Fast Rates for Exp-concave Empirical Risk Minimization
Tomer Koren and Kfir Levy
Advances in Neural Information Processing Systems 28, 2015


Online Learning with Gaussian Payoffs and Side Observations
Yifan Wu, András György and Csaba Szepesvari
Advances in Neural Information Processing Systems 28, 2015


The Pareto Regret Frontier for Bandits
Tor Lattimore
Advances in Neural Information Processing Systems 28, 2015


Asynchronous stochastic convex optimization: the noise is in the noise and SGD don\textquotesingle t care
Sorathan Chaturapruek, John C. Duchi and Christopher Ré
Advances in Neural Information Processing Systems 28, 2015


Fighting Bandits with a New Kind of Smoothness
Jacob D. Abernethy, Chansoo Lee and Ambuj Tewari
Advances in Neural Information Processing Systems 28, 2015


Cornering Stationary and Restless Mixing Bandits with Remix-UCB
Julien Audiffren and Liva Ralaivola
Advances in Neural Information Processing Systems 28, 2015


Improved Iteration Complexity Bounds of Cyclic Block Coordinate Descent for Convex Problems
Ruoyu Sun and Mingyi Hong
Advances in Neural Information Processing Systems 28, 2015


On Top-k Selection in Multi-Armed Bandits and Hidden Bipartite Graphs
Wei Cao, Jian Li, Yufei Tao and Zhize Li
Advances in Neural Information Processing Systems 28, 2015


Revenue Optimization against Strategic Buyers
Mehryar Mohri and Andres Munoz
Advances in Neural Information Processing Systems 28, 2015


Online Learning for Adversaries with Memory: Price of Past Mistakes
Oren Anava, Elad Hazan and Shie Mannor
Advances in Neural Information Processing Systems 28, 2015


Regret Lower Bound and Optimal Algorithm in Finite Stochastic Partial Monitoring
Junpei Komiyama, Junya Honda and Hiroshi Nakagawa
Advances in Neural Information Processing Systems 28, 2015


Copeland Dueling Bandits
Masrour Zoghi, Zohar S. Karnin, Shimon Whiteson and Maarten D. Rijke
Advances in Neural Information Processing Systems 28, 2015


Unified View of Matrix Completion under General Structural Constraints
Suriya Gunasekar, Arindam Banerjee and Joydeep Ghosh
Advances in Neural Information Processing Systems 28, 2015


Efficient Compressive Phase Retrieval with Constrained Sensing Vectors
Sohail Bahmani and Justin Romberg
Advances in Neural Information Processing Systems 28, 2015


Mixing Time Estimation in Reversible Markov Chains from a Single Sample Path
Daniel J. Hsu, Aryeh Kontorovich and Csaba Szepesvari
Advances in Neural Information Processing Systems 28, 2015


Algorithmic Stability and Uniform Generalization
Ibrahim M. Alabdulmohsin
Advances in Neural Information Processing Systems 28, 2015


Analysis of Robust PCA via Local Incoherence
Huishuai Zhang, Yi Zhou and Yingbin Liang
Advances in Neural Information Processing Systems 28, 2015


Sparse and Low-Rank Tensor Decomposition
Parikshit Shah, Nikhil Rao and Gongguo Tang
Advances in Neural Information Processing Systems 28, 2015


No-Regret Learning in Bayesian Games
Jason Hartline, Vasilis Syrgkanis and Eva Tardos
Advances in Neural Information Processing Systems 28, 2015


Learning with Incremental Iterative Regularization
Lorenzo Rosasco and Silvia Villa
Advances in Neural Information Processing Systems 28, 2015


Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach
Yinlam Chow, Aviv Tamar, Shie Mannor and Marco Pavone
Advances in Neural Information Processing Systems 28, 2015


Optimal Linear Estimation under Unknown Nonlinear Transform
Xinyang Yi, Zhaoran Wang, Constantine Caramanis and Han Liu
Advances in Neural Information Processing Systems 28, 2015


Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms
Yunwen Lei, Urun Dogan, Alexander Binder and Marius Kloft
Advances in Neural Information Processing Systems 28, 2015


Column Selection via Adaptive Sampling
Saurabh Paul, Malik Magdon-ismail and Petros Drineas
Advances in Neural Information Processing Systems 28, 2015


Robust Regression via Hard Thresholding
Kush Bhatia, Prateek Jain and Purushottam Kar
Advances in Neural Information Processing Systems 28, 2015


From random walks to distances on unweighted graphs
Tatsunori Hashimoto, Yi Sun and Tommi Jaakkola
Advances in Neural Information Processing Systems 28, 2015


Algorithms with Logarithmic or Sublinear Regret for Constrained Contextual Bandits
Huasen Wu, R. Srikant, Xin Liu and Chong Jiang
Advances in Neural Information Processing Systems 28, 2015


Lifelong Learning with Non-i.i.d. Tasks
Anastasia Pentina and Christoph H. Lampert
Advances in Neural Information Processing Systems 28, 2015


Learning structured densities via infinite dimensional exponential families
Siqi Sun, Mladen Kolar and Jinbo Xu
Advances in Neural Information Processing Systems 28, 2015


Adaptive Stochastic Optimization: From Sets to Paths
Zhan W. Lim, David Hsu and Wee S. Lee
Advances in Neural Information Processing Systems 28, 2015


Secure Multi-party Differential Privacy
Peter Kairouz, Sewoong Oh and Pramod Viswanath
Advances in Neural Information Processing Systems 28, 2015


Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number
Janne H. Korhonen and Pekka Parviainen
Advances in Neural Information Processing Systems 28, 2015


Smooth Interactive Submodular Set Cover
Bryan D. He and Yisong Yue
Advances in Neural Information Processing Systems 28, 2015


On the Optimality of Classifier Chain for Multi-label Classification
Weiwei Liu and Ivor Tsang
Advances in Neural Information Processing Systems 28, 2015


Predtron: A Family of Online Algorithms for General Prediction Problems
Prateek Jain, Nagarajan Natarajan and Ambuj Tewari
Advances in Neural Information Processing Systems 28, 2015


Fast Classification Rates for High-dimensional Gaussian Generative Models
Tianyang Li, Adarsh Prasad and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 28, 2015


Orthogonal NMF through Subspace Exploration
Megasthenis Asteris, Dimitris Papailiopoulos and Alexandros G. Dimakis
Advances in Neural Information Processing Systems 28, 2015


Fast Distributed k-Center Clustering with Outliers on Massive Data
Gustavo Malkomes, Matt J. Kusner, Wenlin Chen, Kilian Q. Weinberger and Benjamin Moseley
Advances in Neural Information Processing Systems 28, 2015


Optimal Ridge Detection using Coverage Risk
Yen-chi Chen, Christopher R. Genovese, Shirley Ho and Larry Wasserman
Advances in Neural Information Processing Systems 28, 2015


A Market Framework for Eliciting Private Data
Bo Waggoner, Rafael Frongillo and Jacob D. Abernethy
Advances in Neural Information Processing Systems 28, 2015


Online F-Measure Optimization
Róbert Busa-fekete, Balázs Szörényi, Krzysztof Dembczynski and Eyke Hüllermeier
Advances in Neural Information Processing Systems 28, 2015


Generalization in Adaptive Data Analysis and Holdout Reuse
Cynthia Dwork, Vitaly Feldman, Moritz Hardt, Toni Pitassi, Omer Reingold and Aaron Roth
Advances in Neural Information Processing Systems 28, 2015


Compressive spectral embedding: sidestepping the SVD
Dinesh Ramasamy and Upamanyu Madhow
Advances in Neural Information Processing Systems 28, 2015


Differentially private subspace clustering
Yining Wang, Yu-xiang Wang and Aarti Singh
Advances in Neural Information Processing Systems 28, 2015


A Pseudo-Euclidean Iteration for Optimal Recovery in Noisy ICA
James R. Voss, Mikhail Belkin and Luis Rademacher
Advances in Neural Information Processing Systems 28, 2015


Learnability of Influence in Networks
Harikrishna Narasimhan, David C. Parkes and Yaron Singer
Advances in Neural Information Processing Systems 28, 2015


Active Learning from Weak and Strong Labelers
Chicheng Zhang and Kamalika Chaudhuri
Advances in Neural Information Processing Systems 28, 2015


Fast Lifted MAP Inference via Partitioning
Somdeb Sarkhel, Parag Singla and Vibhav G. Gogate
Advances in Neural Information Processing Systems 28, 2015


Parallelizing MCMC with Random Partition Trees
Xiangyu Wang, Fangjian Guo, Katherine A. Heller and David B. Dunson
Advances in Neural Information Processing Systems 28, 2015


Efficient Thompson Sampling for Online Matrix-Factorization Recommendation
Jaya Kawale, Hung H. Bui, Branislav Kveton, Long Tran-thanh and Sanjay Chawla
Advances in Neural Information Processing Systems 28, 2015


Sample Efficient Path Integral Control under Uncertainty
Yunpeng Pan, Evangelos Theodorou and Michail Kontitsis
Advances in Neural Information Processing Systems 28, 2015


Estimating Jaccard Index with Missing Observations: A Matrix Calibration Approach
Wenye Li
Advances in Neural Information Processing Systems 28, 2015


Efficient Learning by Directed Acyclic Graph For Resource Constrained Prediction
Joseph Wang, Kirill Trapeznikov and Venkatesh Saligrama
Advances in Neural Information Processing Systems 28, 2015


Bounding the Cost of Search-Based Lifted Inference
David B. Smith and Vibhav G. Gogate
Advances in Neural Information Processing Systems 28, 2015


Parallel Recursive Best-First AND/OR Search for Exact MAP Inference in Graphical Models
Akihiro Kishimoto, Radu Marinescu and Adi Botea
Advances in Neural Information Processing Systems 28, 2015


Time-Sensitive Recommendation From Recurrent User Activities
Nan Du, Yichen Wang, Niao He, Jimeng Sun and Le Song
Advances in Neural Information Processing Systems 28, 2015


Covariance-Controlled Adaptive Langevin Thermostat for Large-Scale Bayesian Sampling
Xiaocheng Shang, Zhanxing Zhu, Benedict Leimkuhler and Amos J. Storkey
Advances in Neural Information Processing Systems 28, 2015


M-Best-Diverse Labelings for Submodular Energies and Beyond
Alexander Kirillov, Dmytro Shlezinger, Dmitry P. Vetrov, Carsten Rother and Bogdan Savchynskyy
Advances in Neural Information Processing Systems 28, 2015


Max-Margin Majority Voting for Learning from Crowds
Tian Tian and Jun Zhu
Advances in Neural Information Processing Systems 28, 2015


Discriminative Robust Transformation Learning
Jiaji Huang, Qiang Qiu, Guillermo Sapiro and Robert Calderbank
Advances in Neural Information Processing Systems 28, 2015


Local Causal Discovery of Direct Causes and Effects
Tian Gao and Qiang Ji
Advances in Neural Information Processing Systems 28, 2015


Bayesian Manifold Learning: The Locally Linear Latent Variable Model (LL-LVM)
Mijung Park, Wittawat Jitkrittum, Ahmad Qamar, Zoltan Szabo, Lars Buesing and Maneesh Sahani
Advances in Neural Information Processing Systems 28, 2015


A fast, universal algorithm to learn parametric nonlinear embeddings
Miguel A. Carreira-perpinan and Max Vladymyrov
Advances in Neural Information Processing Systems 28, 2015


Space-Time Local Embeddings
Ke Sun, Jun Wang, Alexandros Kalousis and Stephane Marchand-maillet
Advances in Neural Information Processing Systems 28, 2015


Robust Spectral Inference for Joint Stochastic Matrix Factorization
Moontae Lee, David Bindel and David Mimno
Advances in Neural Information Processing Systems 28, 2015


Sparse Local Embeddings for Extreme Multi-label Classification
Kush Bhatia, Himanshu Jain, Purushottam Kar, Manik Varma and Prateek Jain
Advances in Neural Information Processing Systems 28, 2015


Particle Gibbs for Infinite Hidden Markov Models
Nilesh Tripuraneni, Shixiang Gu, Hong Ge and Zoubin Ghahramani
Advances in Neural Information Processing Systems 28, 2015


End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture
Jianshu Chen, Ji He, Yelong Shen, Lin Xiao, Xiaodong He, Jianfeng Gao, Xinying Song and Li Deng
Advances in Neural Information Processing Systems 28, 2015


GP Kernels for Cross-Spectrum Analysis
Kyle R. Ulrich, David E. Carlson, Kafui Dzirasa and Lawrence Carin
Advances in Neural Information Processing Systems 28, 2015


Bayesian dark knowledge
Anoop K. Balan, Vivek Rathod, Kevin P. Murphy and Max Welling
Advances in Neural Information Processing Systems 28, 2015


Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images
Manuel Watter, Jost Springenberg, Joschka Boedecker and Martin Riedmiller
Advances in Neural Information Processing Systems 28, 2015


Rectified Factor Networks
Djork-arné Clevert, Andreas Mayr, Thomas Unterthiner and Sepp Hochreiter
Advances in Neural Information Processing Systems 28, 2015


Convolutional spike-triggered covariance analysis for neural subunit models
Anqi Wu, Il M. Park and Jonathan W. Pillow
Advances in Neural Information Processing Systems 28, 2015


Neural Adaptive Sequential Monte Carlo
Shixiang Gu, Zoubin Ghahramani and Richard E. Turner
Advances in Neural Information Processing Systems 28, 2015


A Gaussian Process Model of Quasar Spectral Energy Distributions
Andrew Miller, Albert Wu, Jeff Regier, Jon Mcauliffe, Dustin Lang, Mr. Prabhat, David Schlegel and Ryan P. Adams
Advances in Neural Information Processing Systems 28, 2015


Cross-Domain Matching for Bag-of-Words Data via Kernel Embeddings of Latent Distributions
Yuya Yoshikawa, Tomoharu Iwata, Hiroshi Sawada and Takeshi Yamada
Advances in Neural Information Processing Systems 28, 2015


Max-Margin Deep Generative Models
Chongxuan Li, Jun Zhu, Tianlin Shi and Bo Zhang
Advances in Neural Information Processing Systems 28, 2015


Mind the Gap: A Generative Approach to Interpretable Feature Selection and Extraction
Been Kim, Julie A. Shah and Finale Doshi-velez
Advances in Neural Information Processing Systems 28, 2015


Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks
Samy Bengio, Oriol Vinyals, Navdeep Jaitly and Noam Shazeer
Advances in Neural Information Processing Systems 28, 2015


Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
Xingjian Shi, Zhourong Chen, Hao Wang, Dit-yan Yeung, Wai-kin Wong and Wang-chun Woo
Advances in Neural Information Processing Systems 28, 2015


Convolutional Networks on Graphs for Learning Molecular Fingerprints
David K. Duvenaud, Dougal Maclaurin, Jorge Iparraguirre, Rafael Bombarell, Timothy Hirzel, Alan Aspuru-guzik and Ryan P. Adams
Advances in Neural Information Processing Systems 28, 2015


Natural Neural Networks
Guillaume Desjardins, Karen Simonyan, Razvan Pascanu and Koray Kavukcuoglu
Advances in Neural Information Processing Systems 28, 2015


Synaptic Sampling: A Bayesian Approach to Neural Network Plasticity and Rewiring
David Kappel, Stefan Habenschuss, Robert Legenstein and Wolfgang Maass
Advances in Neural Information Processing Systems 28, 2015


Learning to Linearize Under Uncertainty
Ross Goroshin, Michael F. Mathieu and Yann Lecun
Advances in Neural Information Processing Systems 28, 2015


Skip-Thought Vectors
Ryan Kiros, Yukun Zhu, Ruslan R. Salakhutdinov, Richard Zemel, Raquel Urtasun, Antonio Torralba and Sanja Fidler
Advances in Neural Information Processing Systems 28, 2015


Semi-supervised Sequence Learning
Andrew M. Dai and Quoc V. Le
Advances in Neural Information Processing Systems 28, 2015


Enforcing balance allows local supervised learning in spiking recurrent networks
Ralph Bourdoukan and Sophie Den\`eve
Advances in Neural Information Processing Systems 28, 2015


Semi-supervised Learning with Ladder Networks
Antti Rasmus, Mathias Berglund, Mikko Honkala, Harri Valpola and Tapani Raiko
Advances in Neural Information Processing Systems 28, 2015


Saliency, Scale and Information: Towards a Unifying Theory
Shafin Rahman and Neil Bruce
Advances in Neural Information Processing Systems 28, 2015


Teaching Machines to Read and Comprehend
Karl M. Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman and Phil Blunsom
Advances in Neural Information Processing Systems 28, 2015


Fast and Guaranteed Tensor Decomposition via Sketching
Yining Wang, Hsiao-yu Tung, Alex J. Smola and Anima Anandkumar
Advances in Neural Information Processing Systems 28, 2015


Spherical Random Features for Polynomial Kernels
Jeffrey Pennington, Felix Yu and Sanjiv Kumar
Advances in Neural Information Processing Systems 28, 2015


Scalable Semi-Supervised Aggregation of Classifiers
Akshay Balsubramani and Yoav Freund
Advances in Neural Information Processing Systems 28, 2015


Learning with Symmetric Label Noise: The Importance of Being Unhinged
Brendan V. Rooyen, Aditya Menon and Robert C. Williamson
Advances in Neural Information Processing Systems 28, 2015


Matrix Completion with Noisy Side Information
Kai-yang Chiang, Cho-jui Hsieh and Inderjit S. Dhillon
Advances in Neural Information Processing Systems 28, 2015


Efficient and Parsimonious Agnostic Active Learning
Tzu-kuo Huang, Alekh Agarwal, Daniel J. Hsu, John Langford and Robert E. Schapire
Advances in Neural Information Processing Systems 28, 2015


Collaborative Filtering with Graph Information: Consistency and Scalable Methods
Nikhil Rao, Hsiang-fu Yu, Pradeep K. Ravikumar and Inderjit S. Dhillon
Advances in Neural Information Processing Systems 28, 2015


Logarithmic Time Online Multiclass prediction
Anna E. Choromanska and John Langford
Advances in Neural Information Processing Systems 28, 2015


Less is More: Nystr\"{o}m Computational Regularization
Alessandro Rudi, Raffaello Camoriano and Lorenzo Rosasco
Advances in Neural Information Processing Systems 28, 2015


Beyond Sub-Gaussian Measurements: High-Dimensional Structured Estimation with Sub-Exponential Designs
Vidyashankar Sivakumar, Arindam Banerjee and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 28, 2015


Finite-Time Analysis of Projected Langevin Monte Carlo
Sebastien Bubeck, Ronen Eldan and Joseph Lehec
Advances in Neural Information Processing Systems 28, 2015


On the consistency theory of high dimensional variable screening
Xiangyu Wang, Chenlei Leng and David B. Dunson
Advances in Neural Information Processing Systems 28, 2015


Exactness of Approximate MAP Inference in Continuous MRFs
Nicholas Ruozzi
Advances in Neural Information Processing Systems 28, 2015


Linear Multi-Resource Allocation with Semi-Bandit Feedback
Tor Lattimore, Koby Crammer and Csaba Szepesvari
Advances in Neural Information Processing Systems 28, 2015


Stochastic Online Greedy Learning with Semi-bandit Feedbacks
Tian Lin, Jian Li and Wei Chen
Advances in Neural Information Processing Systems 28, 2015


Fast and Memory Optimal Low-Rank Matrix Approximation
Se-young Yun, Marc Lelarge and Alexandre Proutiere
Advances in Neural Information Processing Systems 28, 2015


A Universal Catalyst for First-Order Optimization
Hongzhou Lin, Julien Mairal and Zaid Harchaoui
Advances in Neural Information Processing Systems 28, 2015


A Generalization of Submodular Cover via the Diminishing Return Property on the Integer Lattice
Tasuku Soma and Yuichi Yoshida
Advances in Neural Information Processing Systems 28, 2015


Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling
Zheng Qu, Peter Richtarik and Tong Zhang
Advances in Neural Information Processing Systems 28, 2015


On the Global Linear Convergence of Frank-Wolfe Optimization Variants
Simon Lacoste-julien and Martin Jaggi
Advances in Neural Information Processing Systems 28, 2015


A Dual Augmented Block Minimization Framework for Learning with Limited Memory
Ian E. Yen, Shan-wei Lin and Shou-de Lin
Advances in Neural Information Processing Systems 28, 2015


Policy Gradient for Coherent Risk Measures
Aviv Tamar, Yinlam Chow, Mohammad Ghavamzadeh and Shie Mannor
Advances in Neural Information Processing Systems 28, 2015


When are Kalman-Filter Restless Bandits Indexable?
Christopher R. Dance and Tomi Silander
Advances in Neural Information Processing Systems 28, 2015


Convergence Rates of Active Learning for Maximum Likelihood Estimation
Kamalika Chaudhuri, Sham M. Kakade, Praneeth Netrapalli and Sujay Sanghavi
Advances in Neural Information Processing Systems 28, 2015


Non-convex Statistical Optimization for Sparse Tensor Graphical Model
Wei Sun, Zhaoran Wang, Han Liu and Guang Cheng
Advances in Neural Information Processing Systems 28, 2015


Variance Reduced Stochastic Gradient Descent with Neighbors
Thomas Hofmann, Aurelien Lucchi, Simon Lacoste-julien and Brian Mcwilliams
Advances in Neural Information Processing Systems 28, 2015


Convergence rates of sub-sampled Newton methods
Murat A. Erdogdu and Andrea Montanari
Advances in Neural Information Processing Systems 28, 2015


Sparse Linear Programming via Primal and Dual Augmented Coordinate Descent
Ian E. Yen, Kai Zhong, Cho-jui Hsieh, Pradeep K. Ravikumar and Inderjit S. Dhillon
Advances in Neural Information Processing Systems 28, 2015


Matrix Completion Under Monotonic Single Index Models
Ravi S. Ganti, Laura Balzano and Rebecca Willett
Advances in Neural Information Processing Systems 28, 2015


Associative Memory via a Sparse Recovery Model
Arya Mazumdar and Ankit S. Rawat
Advances in Neural Information Processing Systems 28, 2015


High Dimensional EM Algorithm: Statistical Optimization and Asymptotic Normality
Zhaoran Wang, Quanquan Gu, Yang Ning and Han Liu
Advances in Neural Information Processing Systems 28, 2015


Local Smoothness in Variance Reduced Optimization
Daniel Vainsencher, Han Liu and Tong Zhang
Advances in Neural Information Processing Systems 28, 2015


Bounding errors of Expectation-Propagation
Guillaume P. Dehaene and Simon Barthelmé
Advances in Neural Information Processing Systems 28, 2015


Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations
Kirthevasan Kandasamy, Akshay Krishnamurthy, Barnabas Poczos, Larry Wasserman and James M. Robins
Advances in Neural Information Processing Systems 28, 2015


Regret-Based Pruning in Extensive-Form Games
Noam Brown and Tuomas Sandholm
Advances in Neural Information Processing Systems 28, 2015


Learning Causal Graphs with Small Interventions
Karthikeyan Shanmugam, Murat Kocaoglu, Alexandros G. Dimakis and Sriram Vishwanath
Advances in Neural Information Processing Systems 28, 2015


Testing Closeness With Unequal Sized Samples
Bhaswar Bhattacharya and Gregory Valiant
Advances in Neural Information Processing Systems 28, 2015


Maximum Likelihood Learning With Arbitrary Treewidth via Fast-Mixing Parameter Sets
Justin Domke
Advances in Neural Information Processing Systems 28, 2015


Recovering Communities in the General Stochastic Block Model Without Knowing the Parameters
Emmanuel Abbe and Colin Sandon
Advances in Neural Information Processing Systems 28, 2015


Approximating Sparse PCA from Incomplete Data
Abhisek Kundu, Petros Drineas and Malik Magdon-ismail
Advances in Neural Information Processing Systems 28, 2015


Segregated Graphs and Marginals of Chain Graph Models
Ilya Shpitser
Advances in Neural Information Processing Systems 28, 2015


Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach
Balázs Szörényi, Róbert Busa-fekete, Adil Paul and Eyke Hüllermeier
Advances in Neural Information Processing Systems 28, 2015


Weighted Theta Functions and Embeddings with Applications to Max-Cut, Clustering and Summarization
Fredrik D. Johansson, Ankani Chattoraj, Chiranjib Bhattacharyya and Devdatt Dubhashi
Advances in Neural Information Processing Systems 28, 2015


Sparse PCA via Bipartite Matchings
Megasthenis Asteris, Dimitris Papailiopoulos, Anastasios Kyrillidis and Alexandros G. Dimakis
Advances in Neural Information Processing Systems 28, 2015


Lifted Inference Rules With Constraints
Happy Mittal, Anuj Mahajan, Vibhav G. Gogate and Parag Singla
Advances in Neural Information Processing Systems 28, 2015


Gradient Estimation Using Stochastic Computation Graphs
John Schulman, Nicolas Heess, Theophane Weber and Pieter Abbeel
Advances in Neural Information Processing Systems 28, 2015


Efficient Output Kernel Learning for Multiple Tasks
Pratik Jawanpuria, Maksim Lapin, Matthias Hein and Bernt Schiele
Advances in Neural Information Processing Systems 28, 2015


Streaming Min-max Hypergraph Partitioning
Dan Alistarh, Jennifer Iglesias and Milan Vojnovic
Advances in Neural Information Processing Systems 28, 2015


Learning Large-Scale Poisson DAG Models based on OverDispersion Scoring
Gunwoong Park and Garvesh Raskutti
Advances in Neural Information Processing Systems 28, 2015


Kullback-Leibler Proximal Variational Inference
Mohammad E. Khan, Pierre Baque, Françcois Fleuret and Pascal Fua
Advances in Neural Information Processing Systems 28, 2015


Principal Differences Analysis: Interpretable Characterization of Differences between Distributions
Jonas W. Mueller and Tommi Jaakkola
Advances in Neural Information Processing Systems 28, 2015


Practical and Optimal LSH for Angular Distance
Alexandr Andoni, Piotr Indyk, Thijs Laarhoven, Ilya Razenshteyn and Ludwig Schmidt
Advances in Neural Information Processing Systems 28, 2015


Barrier Frank-Wolfe for Marginal Inference
Rahul G. Krishnan, Simon Lacoste-julien and David Sontag
Advances in Neural Information Processing Systems 28, 2015


A Complete Recipe for Stochastic Gradient MCMC
Yi-an Ma, Tianqi Chen and Emily Fox
Advances in Neural Information Processing Systems 28, 2015


Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families
Heiko Strathmann, Dino Sejdinovic, Samuel Livingstone, Zoltan Szabo and Arthur Gretton
Advances in Neural Information Processing Systems 28, 2015


Softstar: Heuristic-Guided Probabilistic Inference
Mathew Monfort, Brenden M. Lake, Brenden M. Lake, Brian Ziebart, Patrick Lucey and Josh Tenenbaum
Advances in Neural Information Processing Systems 28, 2015


Variational Consensus Monte Carlo
Maxim Rabinovich, Elaine Angelino and Michael I. Jordan
Advances in Neural Information Processing Systems 28, 2015


Statistical Topological Data Analysis - A Kernel Perspective
Roland Kwitt, Stefan Huber, Marc Niethammer, Weili Lin and Ulrich Bauer
Advances in Neural Information Processing Systems 28, 2015


Efficient Non-greedy Optimization of Decision Trees
Mohammad Norouzi, Maxwell Collins, Matthew A. Johnson, David J. Fleet and Pushmeet Kohli
Advances in Neural Information Processing Systems 28, 2015


A Normative Theory of Adaptive Dimensionality Reduction in Neural Networks
Cengiz Pehlevan and Dmitri Chklovskii
Advances in Neural Information Processing Systems 28, 2015


Is Approval Voting Optimal Given Approval Votes?
Ariel D. Procaccia and Nisarg Shah
Advances in Neural Information Processing Systems 28, 2015


Consistent Multilabel Classification
Oluwasanmi O. Koyejo, Nagarajan Natarajan, Pradeep K. Ravikumar and Inderjit S. Dhillon
Advances in Neural Information Processing Systems 28, 2015


Inverse Reinforcement Learning with Locally Consistent Reward Functions
Quoc P. Nguyen, Bryan Low and Patrick Jaillet
Advances in Neural Information Processing Systems 28, 2015


Optimization Monte Carlo: Efficient and Embarrassingly Parallel Likelihood-Free Inference
Ted Meeds and Max Welling
Advances in Neural Information Processing Systems 28, 2015


A Structural Smoothing Framework For Robust Graph Comparison
Pinar Yanardag and S.v.n. Vishwanathan
Advances in Neural Information Processing Systems 28, 2015


Spectral Learning of Large Structured HMMs for Comparative Epigenomics
Chicheng Zhang, Jimin Song, Kamalika Chaudhuri and Kevin Chen
Advances in Neural Information Processing Systems 28, 2015


Human Memory Search as Initial-Visit Emitting Random Walk
Kwang-sung Jun, Xiaojin Zhu, Timothy T. Rogers, Zhuoran Yang and Ming Yuan
Advances in Neural Information Processing Systems 28, 2015


Fixed-Length Poisson MRF: Adding Dependencies to the Multinomial
David I. Inouye, Pradeep K. Ravikumar and Inderjit S. Dhillon
Advances in Neural Information Processing Systems 28, 2015


Streaming, Distributed Variational Inference for Bayesian Nonparametrics
Trevor Campbell, Julian Straub, John Iii and Jonathan P. How
Advances in Neural Information Processing Systems 28, 2015


MCMC for Variationally Sparse Gaussian Processes
James Hensman, Alexander G. Matthews, Maurizio Filippone and Zoubin Ghahramani
Advances in Neural Information Processing Systems 28, 2015


Gaussian Process Random Fields
David Moore and Stuart J. Russell
Advances in Neural Information Processing Systems 28, 2015


A Framework for Individualizing Predictions of Disease Trajectories by Exploiting Multi-Resolution Structure
Peter Schulam and Suchi Saria
Advances in Neural Information Processing Systems 28, 2015


Efficient and Robust Automated Machine Learning
Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter
Advances in Neural Information Processing Systems 28, 2015


Bayesian Active Model Selection with an Application to Automated Audiometry
Jacob Gardner, Gustavo Malkomes, Roman Garnett, Kilian Q. Weinberger, Dennis Barbour and John P. Cunningham
Advances in Neural Information Processing Systems 28, 2015


Equilibrated adaptive learning rates for non-convex optimization
Yann Dauphin, Harm D. Vries and Yoshua Bengio
Advances in Neural Information Processing Systems 28, 2015


Structured Transforms for Small-Footprint Deep Learning
Vikas Sindhwani, Tara Sainath and Sanjiv Kumar
Advances in Neural Information Processing Systems 28, 2015


NEXT: A System for Real-World Development, Evaluation, and Application of Active Learning
Kevin G. Jamieson, Lalit Jain, Chris Fernandez, Nicholas J. Glattard and Rob Nowak
Advances in Neural Information Processing Systems 28, 2015


Precision-Recall-Gain Curves: PR Analysis Done Right
Peter Flach and Meelis Kull
Advances in Neural Information Processing Systems 28, 2015


Pointer Networks
Oriol Vinyals, Meire Fortunato and Navdeep Jaitly
Advances in Neural Information Processing Systems 28, 2015


Efficient Exact Gradient Update for training Deep Networks with Very Large Sparse Targets
Pascal Vincent, Alexandre D. Brébisson and Xavier Bouthillier
Advances in Neural Information Processing Systems 28, 2015


Color Constancy by Learning to Predict Chromaticity from Luminance
Ayan Chakrabarti
Advances in Neural Information Processing Systems 28, 2015


A Tractable Approximation to Optimal Point Process Filtering: Application to Neural Encoding
Yuval Harel, Ron Meir and Manfred Opper
Advances in Neural Information Processing Systems 28, 2015


Backpropagation for Energy-Efficient Neuromorphic Computing
Steve K. Esser, Rathinakumar Appuswamy, Paul Merolla, John V. Arthur and Dharmendra S. Modha
Advances in Neural Information Processing Systems 28, 2015


Learning Wake-Sleep Recurrent Attention Models
Jimmy Ba, Ruslan R. Salakhutdinov, Roger B. Grosse and Brendan J. Frey
Advances in Neural Information Processing Systems 28, 2015


On-the-Job Learning with Bayesian Decision Theory
Keenon Werling, Arun T. Chaganty, Percy S. Liang and Christopher D. Manning
Advances in Neural Information Processing Systems 28, 2015


Action-Conditional Video Prediction using Deep Networks in Atari Games
Junhyuk Oh, Xiaoxiao Guo, Honglak Lee, Richard L. Lewis and Satinder Singh
Advances in Neural Information Processing Systems 28, 2015


Decoupled Deep Neural Network for Semi-supervised Semantic Segmentation
Seunghoon Hong, Hyeonwoo Noh and Bohyung Han
Advances in Neural Information Processing Systems 28, 2015


Inferring Algorithmic Patterns with Stack-Augmented Recurrent Nets
Armand Joulin and Tomas Mikolov
Advances in Neural Information Processing Systems 28, 2015


Attractor Network Dynamics Enable Preplay and Rapid Path Planning in Maze\textendash like Environments
Dane S. Corneil and Wulfram Gerstner
Advances in Neural Information Processing Systems 28, 2015


A Reduced-Dimension fMRI Shared Response Model
Po-hsuan (. Chen, Janice Chen, Yaara Yeshurun, Uri Hasson, James Haxby and Peter J. Ramadge
Advances in Neural Information Processing Systems 28, 2015


Spatial Transformer Networks
Max Jaderberg, Karen Simonyan, Andrew Zisserman and Koray Kavukcuoglu
Advances in Neural Information Processing Systems 28, 2015


The Return of the Gating Network: Combining Generative Models and Discriminative Training in Natural Image Priors
Dan Rosenbaum and Yair Weiss
Advances in Neural Information Processing Systems 28, 2015


Learning to Segment Object Candidates
Pedro O. Pinheiro, Ronan Collobert and Piotr Dollar
Advances in Neural Information Processing Systems 28, 2015


Deep Convolutional Inverse Graphics Network
Tejas D. Kulkarni, William F. Whitney, Pushmeet Kohli and Josh Tenenbaum
Advances in Neural Information Processing Systems 28, 2015


Training Very Deep Networks
Rupesh K. Srivastava, Klaus Greff and Juergen Schmidhuber
Advances in Neural Information Processing Systems 28, 2015


Semi-supervised Convolutional Neural Networks for Text Categorization via Region Embedding
Rie Johnson and Tong Zhang
Advances in Neural Information Processing Systems 28, 2015


Where are they looking?
Adria Recasens, Aditya Khosla, Carl Vondrick and Antonio Torralba
Advances in Neural Information Processing Systems 28, 2015


Attention-Based Models for Speech Recognition
Jan K. Chorowski, Dzmitry Bahdanau, Dmitriy Serdyuk, Kyunghyun Cho and Yoshua Bengio
Advances in Neural Information Processing Systems 28, 2015


End-To-End Memory Networks
Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston and Rob Fergus
Advances in Neural Information Processing Systems 28, 2015


Deep Visual Analogy-Making
Scott E. Reed, Yi Zhang, Yuting Zhang and Honglak Lee
Advances in Neural Information Processing Systems 28, 2015


Adaptive Online Learning
Dylan J. Foster, Alexander Rakhlin and Karthik Sridharan
Advances in Neural Information Processing Systems 28, 2015


Accelerated Mirror Descent in Continuous and Discrete Time
Walid Krichene, Alexandre Bayen and Peter L. Bartlett
Advances in Neural Information Processing Systems 28, 2015


Bandit Smooth Convex Optimization: Improving the Bias-Variance Tradeoff
Ofer Dekel, Ronen Eldan and Tomer Koren
Advances in Neural Information Processing Systems 28, 2015


Information-theoretic lower bounds for convex optimization with erroneous oracles
Yaron Singer and Jan Vondrak
Advances in Neural Information Processing Systems 28, 2015


Market Scoring Rules Act As Opinion Pools For Risk-Averse Agents
Mithun Chakraborty and Sanmay Das
Advances in Neural Information Processing Systems 28, 2015


Optimal Testing for Properties of Distributions
Jayadev Acharya, Constantinos Daskalakis and Gautam C. Kamath
Advances in Neural Information Processing Systems 28, 2015


Multi-Layer Feature Reduction for Tree Structured Group Lasso via Hierarchical Projection
Jie Wang and Jieping Ye
Advances in Neural Information Processing Systems 28, 2015


Empirical Localization of Homogeneous Divergences on Discrete Sample Spaces
Takashi Takenouchi and Takafumi Kanamori
Advances in Neural Information Processing Systems 28, 2015


Learning Theory and Algorithms for Forecasting Non-stationary Time Series
Vitaly Kuznetsov and Mehryar Mohri
Advances in Neural Information Processing Systems 28, 2015


Subsampled Power Iteration: a Unified Algorithm for Block Models and Planted CSP\textquotesingle s
Vitaly Feldman, Will Perkins and Santosh Vempala
Advances in Neural Information Processing Systems 28, 2015


Structured Estimation with Atomic Norms: General Bounds and Applications
Sheng Chen and Arindam Banerjee
Advances in Neural Information Processing Systems 28, 2015


Online Learning with Adversarial Delays
Kent Quanrud and Daniel Khashabi
Advances in Neural Information Processing Systems 28, 2015


On Elicitation Complexity
Rafael Frongillo and Ian Kash
Advances in Neural Information Processing Systems 28, 2015


Combinatorial Bandits Revisited
Richard Combes, Mohammad Shahi, Alexandre Proutiere and Marc Lelarge
Advances in Neural Information Processing Systems 28, 2015


A Convergent Gradient Descent Algorithm for Rank Minimization and Semidefinite Programming from Random Linear Measurements
Qinqing Zheng and John Lafferty
Advances in Neural Information Processing Systems 28, 2015


HONOR: Hybrid Optimization for NOn-convex Regularized problems
Pinghua Gong and Jieping Ye
Advances in Neural Information Processing Systems 28, 2015


Private Graphon Estimation for Sparse Graphs
Christian Borgs, Jennifer Chayes and Adam Smith
Advances in Neural Information Processing Systems 28, 2015


Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning
Christoph Dann and Emma Brunskill
Advances in Neural Information Processing Systems 28, 2015


A Universal Primal-Dual Convex Optimization Framework
Alp Yurtsever, Quoc T. Dinh and Volkan Cevher
Advances in Neural Information Processing Systems 28, 2015


Semi-Proximal Mirror-Prox for Nonsmooth Composite Minimization
Niao He and Zaid Harchaoui
Advances in Neural Information Processing Systems 28, 2015


Fast, Provable Algorithms for Isotonic Regression in all L\_p-norms
Rasmus Kyng, Anup Rao and Sushant Sachdeva
Advances in Neural Information Processing Systems 28, 2015


Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm
Qinqing Zheng and Ryota Tomioka
Advances in Neural Information Processing Systems 28, 2015


Subset Selection by Pareto Optimization
Chao Qian, Yang Yu and Zhi-hua Zhou
Advances in Neural Information Processing Systems 28, 2015


On Variance Reduction in Stochastic Gradient Descent and its Asynchronous Variants
Sashank J. Reddi, Ahmed Hefny, Suvrit Sra, Barnabas Poczos and Alex J. Smola
Advances in Neural Information Processing Systems 28, 2015


Alternating Minimization for Regression Problems with Vector-valued Outputs
Prateek Jain and Ambuj Tewari
Advances in Neural Information Processing Systems 28, 2015


SGD Algorithms based on Incomplete U-statistics: Large-Scale Minimization of Empirical Risk
Guillaume Papa, Stéphan Clémençcon and Aurélien Bellet
Advances in Neural Information Processing Systems 28, 2015


Collaboratively Learning Preferences from Ordinal Data
Sewoong Oh, Kiran K. Thekumparampil and Jiaming Xu
Advances in Neural Information Processing Systems 28, 2015


Regularization Path of Cross-Validation Error Lower Bounds
Atsushi Shibagaki, Yoshiki Suzuki, Masayuki Karasuyama and Ichiro Takeuchi
Advances in Neural Information Processing Systems 28, 2015


Evaluating the statistical significance of biclusters
Jason D. Lee, Yuekai Sun and Jonathan E. Taylor
Advances in Neural Information Processing Systems 28, 2015


Fast Bidirectional Probability Estimation in Markov Models
Siddhartha Banerjee and Peter Lofgren
Advances in Neural Information Processing Systems 28, 2015


Parallel Correlation Clustering on Big Graphs
Xinghao Pan, Dimitris Papailiopoulos, Samet Oymak, Benjamin Recht, Kannan Ramchandran and Michael I. Jordan
Advances in Neural Information Processing Systems 28, 2015


Scale Up Nonlinear Component Analysis with Doubly Stochastic Gradients
Bo Xie, Yingyu Liang and Le Song
Advances in Neural Information Processing Systems 28, 2015


Matrix Manifold Optimization for Gaussian Mixtures
Reshad Hosseini and Suvrit Sra
Advances in Neural Information Processing Systems 28, 2015


Sample Complexity of Learning Mahalanobis Distance Metrics
Nakul Verma and Kristin Branson
Advances in Neural Information Processing Systems 28, 2015


Inference for determinantal point processes without spectral knowledge
Rémi Bardenet and Michalis Titsias
Advances in Neural Information Processing Systems 28, 2015


The Consistency of Common Neighbors for Link Prediction in Stochastic Blockmodels
Purnamrita Sarkar, Deepayan Chakrabarti and Peter J. Bickel
Advances in Neural Information Processing Systems 28, 2015


Community Detection via Measure Space Embedding
Mark Kozdoba and Shie Mannor
Advances in Neural Information Processing Systems 28, 2015


Policy Evaluation Using the \Omega -Return
Philip S. Thomas, Scott Niekum, Georgios Theocharous and George Konidaris
Advances in Neural Information Processing Systems 28, 2015


On the Accuracy of Self-Normalized Log-Linear Models
Jacob Andreas, Maxim Rabinovich, Michael I. Jordan and Dan Klein
Advances in Neural Information Processing Systems 28, 2015


Large-scale probabilistic predictors with and without guarantees of validity
Vladimir Vovk, Ivan Petej and Valentina Fedorova
Advances in Neural Information Processing Systems 28, 2015


Parallel Predictive Entropy Search for Batch Global Optimization of Expensive Objective Functions
Amar Shah and Zoubin Ghahramani
Advances in Neural Information Processing Systems 28, 2015


Learning Bayesian Networks with Thousands of Variables
Mauro Scanagatta, Cassio Campos, Giorgio Corani and Marco Zaffalon
Advances in Neural Information Processing Systems 28, 2015


Planar Ultrametrics for Image Segmentation
Julian E. Yarkony and Charless Fowlkes
Advances in Neural Information Processing Systems 28, 2015


Reflection, Refraction, and Hamiltonian Monte Carlo
Hadi M. Afshar and Justin Domke
Advances in Neural Information Processing Systems 28, 2015


Tree-Guided MCMC Inference for Normalized Random Measure Mixture Models
Juho Lee and Seungjin Choi
Advances in Neural Information Processing Systems 28, 2015


A hybrid sampler for Poisson-Kingman mixture models
Maria Lomeli, Stefano Favaro and Yee W. Teh
Advances in Neural Information Processing Systems 28, 2015


Learning with Group Invariant Features: A Kernel Perspective.
Youssef Mroueh, Stephen Voinea and Tomaso A. Poggio
Advances in Neural Information Processing Systems 28, 2015


Path-SGD: Path-Normalized Optimization in Deep Neural Networks
Behnam Neyshabur, Ruslan R. Salakhutdinov and Nati Srebro
Advances in Neural Information Processing Systems 28, 2015


Learning Continuous Control Policies by Stochastic Value Gradients
Nicolas Heess, Gregory Wayne, David Silver, Tim Lillicrap, Tom Erez and Yuval Tassa
Advances in Neural Information Processing Systems 28, 2015


Preconditioned Spectral Descent for Deep Learning
David E. Carlson, Edo Collins, Ya-ping Hsieh, Lawrence Carin and Volkan Cevher
Advances in Neural Information Processing Systems 28, 2015


Probabilistic Curve Learning: Coulomb Repulsion and the Electrostatic Gaussian Process
Ye Wang and David B. Dunson
Advances in Neural Information Processing Systems 28, 2015


The Population Posterior and Bayesian Modeling on Streams
James Mcinerney, Rajesh Ranganath and David Blei
Advances in Neural Information Processing Systems 28, 2015


Efficient Learning of Continuous-Time Hidden Markov Models for Disease Progression
Yu-ying Liu, Shuang Li, Fuxin Li, Le Song and James M. Rehg
Advances in Neural Information Processing Systems 28, 2015


Deeply Learning the Messages in Message Passing Inference
Guosheng Lin, Chunhua Shen, Ian Reid and Anton Hengel
Advances in Neural Information Processing Systems 28, 2015


Unlocking neural population non-stationarities using hierarchical dynamics models
Mijung Park, Gergo Bohner and Jakob H. Macke
Advances in Neural Information Processing Systems 28, 2015


The Brain Uses Reliability of Stimulus Information when Making Perceptual Decisions
Sebastian Bitzer and Stefan Kiebel
Advances in Neural Information Processing Systems 28, 2015


Training Restricted Boltzmann Machine via the Thouless-Anderson-Palmer free energy
Marylou Gabrie, Eric W. Tramel and Florent Krzakala
Advances in Neural Information Processing Systems 28, 2015


Tensorizing Neural Networks
Alexander Novikov, Dmitrii Podoprikhin, Anton Osokin and Dmitry P. Vetrov
Advances in Neural Information Processing Systems 28, 2015


Deep Poisson Factor Modeling
Ricardo Henao, Zhe Gan, James Lu and Lawrence Carin
Advances in Neural Information Processing Systems 28, 2015


Unsupervised Learning by Program Synthesis
Kevin Ellis, Armando Solar-lezama and Josh Tenenbaum
Advances in Neural Information Processing Systems 28, 2015


Learning both Weights and Connections for Efficient Neural Network
Song Han, Jeff Pool, John Tran and William Dally
Advances in Neural Information Processing Systems 28, 2015


Winner-Take-All Autoencoders
Alireza Makhzani and Brendan J. Frey
Advances in Neural Information Processing Systems 28, 2015


Character-level Convolutional Networks for Text Classification
Xiang Zhang, Junbo Zhao and Yann Lecun
Advances in Neural Information Processing Systems 28, 2015


Learning visual biases from human imagination
Carl Vondrick, Hamed Pirsiavash, Aude Oliva and Antonio Torralba
Advances in Neural Information Processing Systems 28, 2015


Galileo: Perceiving Physical Object Properties by Integrating a Physics Engine with Deep Learning
Jiajun Wu, Ilker Yildirim, Joseph J. Lim, Bill Freeman and Josh Tenenbaum
Advances in Neural Information Processing Systems 28, 2015


SubmodBoxes: Near-Optimal Search for a Set of Diverse Object Proposals
Qing Sun and Dhruv Batra
Advances in Neural Information Processing Systems 28, 2015


Bidirectional Recurrent Convolutional Networks for Multi-Frame Super-Resolution
Yan Huang, Wei Wang and Liang Wang
Advances in Neural Information Processing Systems 28, 2015


Visalogy: Answering Visual Analogy Questions
Fereshteh Sadeghi, C. L. Zitnick and Ali Farhadi
Advances in Neural Information Processing Systems 28, 2015


Expressing an Image Stream with a Sequence of Natural Sentences
Cesc C. Park and Gunhee Kim
Advances in Neural Information Processing Systems 28, 2015


Learning Structured Output Representation using Deep Conditional Generative Models
Kihyuk Sohn, Honglak Lee and Xinchen Yan
Advances in Neural Information Processing Systems 28, 2015


Shepard Convolutional Neural Networks
Jimmy S. Ren, Li Xu, Qiong Yan and Wenxiu Sun
Advances in Neural Information Processing Systems 28, 2015


Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks
Emily L. Denton, Soumith Chintala, Arthur Szlam and Rob Fergus
Advances in Neural Information Processing Systems 28, 2015


Learning Stationary Time Series using Gaussian Processes with Nonparametric Kernels
Felipe Tobar, Thang D. Bui and Richard E. Turner
Advances in Neural Information Processing Systems 28, 2015


Closed-form Estimators for High-dimensional Generalized Linear Models
Eunho Yang, Aurelie C. Lozano and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 28, 2015


Large-Scale Bayesian Multi-Label Learning via Topic-Based Label Embeddings
Piyush Rai, Changwei Hu, Ricardo Henao and Lawrence Carin
Advances in Neural Information Processing Systems 28, 2015


Biologically Inspired Dynamic Textures for Probing Motion Perception
Jonathan Vacher, Andrew I. Meso, Laurent U. Perrinet and Gabriel Peyré
Advances in Neural Information Processing Systems 28, 2015


Measuring Sample Quality with Stein\textquotesingle s Method
Jackson Gorham and Lester Mackey
Advances in Neural Information Processing Systems 28, 2015


High-dimensional neural spike train analysis with generalized count linear dynamical systems
Yuanjun Gao, Lars Busing, Krishna V. Shenoy and John P. Cunningham
Advances in Neural Information Processing Systems 28, 2015


On the Pseudo-Dimension of Nearly Optimal Auctions
Jamie H. Morgenstern and Tim Roughgarden
Advances in Neural Information Processing Systems 28, 2015


The Human Kernel
Andrew G. Wilson, Christoph Dann, Chris Lucas and Eric P. Xing
Advances in Neural Information Processing Systems 28, 2015


Interactive Control of Diverse Complex Characters with Neural Networks
Igor Mordatch, Kendall Lowrey, Galen Andrew, Zoran Popovic and Emanuel V. Todorov
Advances in Neural Information Processing Systems 28, 2015


Fast Convergence of Regularized Learning in Games
Vasilis Syrgkanis, Alekh Agarwal, Haipeng Luo and Robert E. Schapire
Advances in Neural Information Processing Systems 28, 2015


Competitive Distribution Estimation: Why is Good-Turing Good
Alon Orlitsky and Ananda T. Suresh
Advances in Neural Information Processing Systems 28, 2015


Deep learning with Elastic Averaging SGD
Sixin Zhang, Anna E. Choromanska and Yann Lecun
Advances in Neural Information Processing Systems 28, 2015


Stochastic Expectation Propagation
Yingzhen Li, José M. Hernández-lobato and Richard E. Turner
Advances in Neural Information Processing Systems 28, 2015


Data Generation as Sequential Decision Making
Philip Bachman and Doina Precup
Advances in Neural Information Processing Systems 28, 2015


Automatic Variational Inference in Stan
Alp Kucukelbir, Rajesh Ranganath, Andrew Gelman and David Blei
Advances in Neural Information Processing Systems 28, 2015


Rapidly Mixing Gibbs Sampling for a Class of Factor Graphs Using Hierarchy Width
Christopher Sa, Ce Zhang, Kunle Olukotun and Christopher Ré
Advances in Neural Information Processing Systems 28, 2015


Latent Bayesian melding for integrating individual and population models
Mingjun Zhong, Nigel Goddard and Charles Sutton
Advances in Neural Information Processing Systems 28, 2015


Linear Response Methods for Accurate Covariance Estimates from Mean Field Variational Bayes
Ryan J. Giordano, Tamara Broderick and Michael I. Jordan
Advances in Neural Information Processing Systems 28, 2015


COEVOLVE: A Joint Point Process Model for Information Diffusion and Network Co-evolution
Mehrdad Farajtabar, Yichen Wang, Manuel Gomez-rodriguez, Shuang Li, Hongyuan Zha and Le Song
Advances in Neural Information Processing Systems 28, 2015


Probabilistic Line Searches for Stochastic Optimization
Maren Mahsereci and Philipp Hennig
Advances in Neural Information Processing Systems 28, 2015


Distributed Submodular Cover: Succinctly Summarizing Massive Data
Baharan Mirzasoleiman, Amin Karbasi, Ashwinkumar Badanidiyuru and Andreas Krause
Advances in Neural Information Processing Systems 28, 2015


Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization
Xiangru Lian, Yijun Huang, Yuncheng Li and Ji Liu
Advances in Neural Information Processing Systems 28, 2015


Newton-Stein Method: A Second Order Method for GLMs via Stein\textquotesingle s Lemma
Murat A. Erdogdu
Advances in Neural Information Processing Systems 28, 2015


Frank-Wolfe Bayesian Quadrature: Probabilistic Integration with Theoretical Guarantees
Françcois-xavier Briol, Chris Oates, Mark Girolami and Michael A. Osborne
Advances in Neural Information Processing Systems 28, 2015


The Self-Normalized Estimator for Counterfactual Learning
Adith Swaminathan and Thorsten Joachims
Advances in Neural Information Processing Systems 28, 2015


Extending Gossip Algorithms to Distributed Estimation of U-statistics
Igor Colin, Aurélien Bellet, Joseph Salmon and Stéphan Clémençcon
Advances in Neural Information Processing Systems 28, 2015


On some provably correct cases of variational inference for topic models
Pranjal Awasthi and Andrej Risteski
Advances in Neural Information Processing Systems 28, 2015


Distributionally Robust Logistic Regression
Soroosh Shafieezadeh-abadeh, Peyman M. Esfahani and Daniel Kuhn
Advances in Neural Information Processing Systems 28, 2015


Sampling from Probabilistic Submodular Models
Alkis Gotovos, Hamed Hassani and Andreas Krause
Advances in Neural Information Processing Systems 28, 2015


Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems
Yuxin Chen and Emmanuel Candes
Advances in Neural Information Processing Systems 28, 2015


Top-k Multiclass SVM
Maksim Lapin, Matthias Hein and Bernt Schiele
Advances in Neural Information Processing Systems 28, 2015


Submodular Hamming Metrics
Jennifer A. Gillenwater, Rishabh K. Iyer, Bethany Lusch, Rahul Kidambi and Jeff A. Bilmes
Advances in Neural Information Processing Systems 28, 2015


Optimal Rates for Random Fourier Features
Bharath Sriperumbudur and Zoltan Szabo
Advances in Neural Information Processing Systems 28, 2015


LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements
Christos Thrampoulidis, Ehsan Abbasi and Babak Hassibi
Advances in Neural Information Processing Systems 28, 2015


b-bit Marginal Regression
Martin Slawski and Ping Li
Advances in Neural Information Processing Systems 28, 2015


Super-Resolution Off the Grid
Qingqing Huang and Sham M. Kakade
Advances in Neural Information Processing Systems 28, 2015


Minimum Weight Perfect Matching via Blossom Belief Propagation
Sung-soo Ahn, Sejun Park, Michael Chertkov and Jinwoo Shin
Advances in Neural Information Processing Systems 28, 2015


Randomized Block Krylov Methods for Stronger and Faster Approximate Singular Value Decomposition
Cameron Musco and Christopher Musco
Advances in Neural Information Processing Systems 28, 2015


Individual Planning in Infinite-Horizon Multiagent Settings: Inference, Structure and Scalability
Xia Qu and Prashant Doshi
Advances in Neural Information Processing Systems 28, 2015


A Nonconvex Optimization Framework for Low Rank Matrix Estimation
Tuo Zhao, Zhaoran Wang and Han Liu
Advances in Neural Information Processing Systems 28, 2015


Explore no more: Improved high-probability regret bounds for non-stochastic bandits
Gergely Neu
Advances in Neural Information Processing Systems 28, 2015


Communication Complexity of Distributed Convex Learning and Optimization
Yossi Arjevani and Ohad Shamir
Advances in Neural Information Processing Systems 28, 2015


Minimax Time Series Prediction
Wouter M. Koolen, Alan Malek, Peter L. Bartlett and Yasin Abbasi
Advances in Neural Information Processing Systems 28, 2015


Nearly Optimal Private LASSO
Kunal Talwar, Abhradeep Thakurta and Li Zhang
Advances in Neural Information Processing Systems 28, 2015


Accelerated Proximal Gradient Methods for Nonconvex Programming
Huan Li and Zhouchen Lin
Advances in Neural Information Processing Systems 28, 2015


Convergence Analysis of Prediction Markets via Randomized Subspace Descent
Rafael Frongillo and Mark D. Reid
Advances in Neural Information Processing Systems 28, 2015


Regularization-Free Estimation in Trace Regression with Symmetric Positive Semidefinite Matrices
Martin Slawski, Ping Li and Matthias Hein
Advances in Neural Information Processing Systems 28, 2015


Online Gradient Boosting
Alina Beygelzimer, Elad Hazan, Satyen Kale and Haipeng Luo
Advances in Neural Information Processing Systems 28, 2015


Sum-of-Squares Lower Bounds for Sparse PCA
Tengyu Ma and Avi Wigderson
Advances in Neural Information Processing Systems 28, 2015


Adaptive Primal-Dual Splitting Methods for Statistical Learning and Image Processing
Tom Goldstein, Min Li and Xiaoming Yuan
Advances in Neural Information Processing Systems 28, 2015


Combinatorial Cascading Bandits
Branislav Kveton, Zheng Wen, Azin Ashkan and Csaba Szepesvari
Advances in Neural Information Processing Systems 28, 2015


Black-box optimization of noisy functions with unknown smoothness
Jean-bastien Grill, Michal Valko, Remi Munos and Remi Munos
Advances in Neural Information Processing Systems 28, 2015


Regularized EM Algorithms: A Unified Framework and Statistical Guarantees
Xinyang Yi and Constantine Caramanis
Advances in Neural Information Processing Systems 28, 2015


On the Limitation of Spectral Methods: From the Gaussian Hidden Clique Problem to Rank-One Perturbations of Gaussian Tensors
Andrea Montanari, Daniel Reichman and Ofer Zeitouni
Advances in Neural Information Processing Systems 28, 2015


Beyond Convexity: Stochastic Quasi-Convex Optimization
Elad Hazan, Kfir Levy and Shai Shalev-shwartz
Advances in Neural Information Processing Systems 28, 2015


Taming the Wild: A Unified Analysis of Hogwild-Style Algorithms
Christopher Sa, Ce Zhang, Kunle Olukotun, Christopher Ré and Christopher Ré
Advances in Neural Information Processing Systems 28, 2015


Fast Randomized Kernel Ridge Regression with Statistical Guarantees
Ahmed Alaoui and Michael W. Mahoney
Advances in Neural Information Processing Systems 28, 2015


Bayesian Optimization with Exponential Convergence
Kenji Kawaguchi, Leslie P. Kaelbling and Tomás Lozano-pérez
Advances in Neural Information Processing Systems 28, 2015


Robust Portfolio Optimization
Huitong Qiu, Fang Han, Han Liu and Brian Caffo
Advances in Neural Information Processing Systems 28, 2015


Differentially Private Learning of Structured Discrete Distributions
Ilias Diakonikolas, Moritz Hardt and Ludwig Schmidt
Advances in Neural Information Processing Systems 28, 2015


Spectral Norm Regularization of Orthonormal Representations for Graph Transduction
Rakesh Shivanna, Bibaswan K. Chatterjee, Raman Sankaran, Chiranjib Bhattacharyya and Francis Bach
Advances in Neural Information Processing Systems 28, 2015


StopWasting My Gradients: Practical SVRG
Reza Harikandeh, Mohamed O. Ahmed, Alim Virani, Mark Schmidt, Jakub Kone\vcn\'y and Scott Sallinen
Advances in Neural Information Processing Systems 28, 2015


Smooth and Strong: MAP Inference with Linear Convergence
Ofer Meshi, Mehrdad Mahdavi and Alex Schwing
Advances in Neural Information Processing Systems 28, 2015


Monotone k-Submodular Function Maximization with Size Constraints
Naoto Ohsaka and Yuichi Yoshida
Advances in Neural Information Processing Systems 28, 2015


A class of network models recoverable by spectral clustering
Yali Wan and Marina Meila
Advances in Neural Information Processing Systems 28, 2015


Subspace Clustering with Irrelevant Features via Robust Dantzig Selector
Chao Qu and Huan Xu
Advances in Neural Information Processing Systems 28, 2015


Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications
Kai Wei, Rishabh K. Iyer, Shengjie Wang, Wenruo Bai and Jeff A. Bilmes
Advances in Neural Information Processing Systems 28, 2015


Robust PCA with compressed data
Wooseok Ha and Rina F. Barber
Advances in Neural Information Processing Systems 28, 2015


Matrix Completion from Fewer Entries: Spectral Detectability and Rank Estimation
Alaa Saade, Florent Krzakala and Lenka Zdeborová
Advances in Neural Information Processing Systems 28, 2015


Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso
Eunho Yang and Aurelie C. Lozano
Advances in Neural Information Processing Systems 28, 2015


Estimating Mixture Models via Mixtures of Polynomials
Sida Wang, Arun T. Chaganty and Percy S. Liang
Advances in Neural Information Processing Systems 28, 2015


Anytime Influence Bounds and the Explosive Behavior of Continuous-Time Diffusion Networks
Kevin Scaman, Rémi Lemonnier and Nicolas Vayatis
Advances in Neural Information Processing Systems 28, 2015


Decomposition Bounds for Marginal MAP
Wei Ping, Qiang Liu and Alexander T. Ihler
Advances in Neural Information Processing Systems 28, 2015


GAP Safe screening rules for sparse multi-task and multi-class models
Eugene Ndiaye, Olivier Fercoq, Alexandre Gramfort and Joseph Salmon
Advances in Neural Information Processing Systems 28, 2015


Discrete R\'{e}nyi Classifiers
Meisam Razaviyayn, Farzan Farnia and David Tse
Advances in Neural Information Processing Systems 28, 2015


An Active Learning Framework using Sparse-Graph Codes for Sparse Polynomials and Graph Sketching
Xiao Li and Kannan Ramchandran
Advances in Neural Information Processing Systems 28, 2015


On the Convergence of Stochastic Gradient MCMC Algorithms with High-Order Integrators
Changyou Chen, Nan Ding and Lawrence Carin
Advances in Neural Information Processing Systems 28, 2015


Probabilistic Variational Bounds for Graphical Models
Qiang Liu, John Iii and Alexander T. Ihler
Advances in Neural Information Processing Systems 28, 2015


Basis refinement strategies for linear value function approximation in MDPs
Gheorghe Comanici, Doina Precup and Prakash Panangaden
Advances in Neural Information Processing Systems 28, 2015


Sample Complexity Bounds for Iterative Stochastic Policy Optimization
Marin Kobilarov
Advances in Neural Information Processing Systems 28, 2015


Bandits with Unobserved Confounders: A Causal Approach
Elias Bareinboim, Andrew Forney and Judea Pearl
Advances in Neural Information Processing Systems 28, 2015


Lifted Symmetry Detection and Breaking for MAP Inference
Timothy Kopp, Parag Singla and Henry Kautz
Advances in Neural Information Processing Systems 28, 2015


Online Prediction at the Limit of Zero Temperature
Mark Herbster, Stephen Pasteris and Shaona Ghosh
Advances in Neural Information Processing Systems 28, 2015


Rate-Agnostic (Causal) Structure Learning
Sergey Plis, David Danks, Cynthia Freeman and Vince Calhoun
Advances in Neural Information Processing Systems 28, 2015


Halting in Random Walk Kernels
Mahito Sugiyama and Karsten Borgwardt
Advances in Neural Information Processing Systems 28, 2015


Regressive Virtual Metric Learning
Micha\"el Perrot and Amaury Habrard
Advances in Neural Information Processing Systems 28, 2015


Adversarial Prediction Games for Multivariate Losses
Hong Wang, Wei Xing, Kaiser Asif and Brian Ziebart
Advances in Neural Information Processing Systems 28, 2015


Fast Two-Sample Testing with Analytic Representations of Probability Measures
Kacper P. Chwialkowski, Aaditya Ramdas, Dino Sejdinovic and Arthur Gretton
Advances in Neural Information Processing Systems 28, 2015


M-Statistic for Kernel Change-Point Detection
Shuang Li, Yao Xie, Hanjun Dai and Le Song
Advances in Neural Information Processing Systems 28, 2015


Learning with Relaxed Supervision
Jacob Steinhardt and Percy S. Liang
Advances in Neural Information Processing Systems 28, 2015


BACKSHIFT: Learning causal cyclic graphs from unknown shift interventions
Dominik Rothenhäusler, Christina Heinze, Jonas Peters and Nicolai Meinshausen
Advances in Neural Information Processing Systems 28, 2015


Fast and Accurate Inference of Plackett\textendash Luce Models
Lucas Maystre and Matthias Grossglauser
Advances in Neural Information Processing Systems 28, 2015


Principal Geodesic Analysis for Probability Measures under the Optimal Transport Metric
Vivien Seguy and Marco Cuturi
Advances in Neural Information Processing Systems 28, 2015


Learning with a Wasserstein Loss
Charlie Frogner, Chiyuan Zhang, Hossein Mobahi, Mauricio Araya and Tomaso A. Poggio
Advances in Neural Information Processing Systems 28, 2015


Local Expectation Gradients for Black Box Variational Inference
Michalis Titsias and Miguel Lázaro-gredilla
Advances in Neural Information Processing Systems 28, 2015


Double or Nothing: Multiplicative Incentive Mechanisms for Crowdsourcing
Nihar B. Shah and Denny Zhou
Advances in Neural Information Processing Systems 28, 2015


Tractable Learning for Complex Probability Queries
Jessa Bekker, Jesse Davis, Arthur Choi, Adnan Darwiche and Guy Broeck
Advances in Neural Information Processing Systems 28, 2015


Embedding Inference for Structured Multilabel Prediction
Farzaneh Mirzazadeh, Siamak Ravanbakhsh, Nan Ding and Dale Schuurmans
Advances in Neural Information Processing Systems 28, 2015


Expectation Particle Belief Propagation
Thibaut Lienart, Yee W. Teh and Arnaud Doucet
Advances in Neural Information Processing Systems 28, 2015


Supervised Learning for Dynamical System Learning
Ahmed Hefny, Carlton Downey and Geoffrey J. Gordon
Advances in Neural Information Processing Systems 28, 2015


Model-Based Relative Entropy Stochastic Search
Abbas Abdolmaleki, Rudolf Lioutikov, Jan R. Peters, Nuno Lau, Luis P. Reis and Gerhard Neumann
Advances in Neural Information Processing Systems 28, 2015


Rethinking LDA: Moment Matching for Discrete ICA
Anastasia Podosinnikova, Francis Bach and Simon Lacoste-julien
Advances in Neural Information Processing Systems 28, 2015


Fast Second Order Stochastic Backpropagation for Variational Inference
Kai Fan, Ziteng Wang, Jeff Beck, James Kwok and Katherine A. Heller
Advances in Neural Information Processing Systems 28, 2015


Copula variational inference
Dustin Tran, David Blei and Edo M. Airoldi
Advances in Neural Information Processing Systems 28, 2015


Variational Information Maximisation for Intrinsically Motivated Reinforcement Learning
Shakir Mohamed and Danilo J. Rezende
Advances in Neural Information Processing Systems 28, 2015


Infinite Factorial Dynamical Model
Isabel Valera, Francisco Ruiz, Lennart Svensson and Fernando Perez-cruz
Advances in Neural Information Processing Systems 28, 2015


Variational Dropout and the Local Reparameterization Trick
Avrim Blum, Nika Haghtalab and Ariel D. Procaccia
Advances in Neural Information Processing Systems 28, 2015


Scalable Inference for Gaussian Process Models with Black-Box Likelihoods
Amir Dezfouli and Edwin V. Bonilla
Advances in Neural Information Processing Systems 28, 2015


Hessian-free Optimization for Learning Deep Multidimensional Recurrent Neural Networks
Minhyung Cho, Chandra Dhir and Jaehyung Lee
Advances in Neural Information Processing Systems 28, 2015


Learning spatiotemporal trajectories from manifold-valued longitudinal data
Jean-baptiste Schiratti, Stéphanie Allassonniere, Olivier Colliot and Stanley Durrleman
Advances in Neural Information Processing Systems 28, 2015


Robust Feature-Sample Linear Discriminant Analysis for Brain Disorders Diagnosis
Ehsan Adeli-mosabbeb, Kim-han Thung, Le An, Feng Shi and Dinggang Shen
Advances in Neural Information Processing Systems 28, 2015


Scalable Adaptation of State Complexity for Nonparametric Hidden Markov Models
Michael C. Hughes, William T. Stephenson and Erik Sudderth
Advances in Neural Information Processing Systems 28, 2015


Dependent Multinomial Models Made Easy: Stick-Breaking with the Polya-gamma Augmentation
Scott Linderman, Matthew Johnson and Ryan P. Adams
Advances in Neural Information Processing Systems 28, 2015


A Bayesian Framework for Modeling Confidence in Perceptual Decision Making
Koosha Khalvati and Rajesh P. Rao
Advances in Neural Information Processing Systems 28, 2015


Calibrated Structured Prediction
Volodymyr Kuleshov and Percy S. Liang
Advances in Neural Information Processing Systems 28, 2015


Statistical Model Criticism using Kernel Two Sample Tests
James R. Lloyd and Zoubin Ghahramani
Advances in Neural Information Processing Systems 28, 2015


Hidden Technical Debt in Machine Learning Systems
D. Sculley, Gary Holt, Daniel Golovin, Eugene Davydov, Todd Phillips, Dietmar Ebner, Vinay Chaudhary, Michael Young, Jean-françcois Crespo and Dan Dennison
Advances in Neural Information Processing Systems 28, 2015


Deep Temporal Sigmoid Belief Networks for Sequence Modeling
Zhe Gan, Chunyuan Li, Ricardo Henao, David E. Carlson and Lawrence Carin
Advances in Neural Information Processing Systems 28, 2015


Deep Knowledge Tracing
Chris Piech, Jonathan Bassen, Jonathan Huang, Surya Ganguli, Mehran Sahami, Leonidas J. Guibas and Jascha Sohl-dickstein
Advances in Neural Information Processing Systems 28, 2015


A Recurrent Latent Variable Model for Sequential Data
Junyoung Chung, Kyle Kastner, Laurent Dinh, Kratarth Goel, Aaron C. Courville and Yoshua Bengio
Advances in Neural Information Processing Systems 28, 2015


Recognizing retinal ganglion cells in the dark
Emile Richard, Georges A. Goetz and E. J. Chichilnisky
Advances in Neural Information Processing Systems 28, 2015


Bidirectional Recurrent Neural Networks as Generative Models
Mathias Berglund, Tapani Raiko, Mikko Honkala, Leo Kärkkäinen, Akos Vetek and Juha T. Karhunen
Advances in Neural Information Processing Systems 28, 2015


A Theory of Decision Making Under Dynamic Context
Michael Shvartsman, Vaibhav Srivastava and Jonathan D. Cohen
Advances in Neural Information Processing Systems 28, 2015


Spectral Representations for Convolutional Neural Networks
Oren Rippel, Jasper Snoek and Ryan P. Adams
Advances in Neural Information Processing Systems 28, 2015


Learning to Transduce with Unbounded Memory
Edward Grefenstette, Karl M. Hermann, Mustafa Suleyman and Phil Blunsom
Advances in Neural Information Processing Systems 28, 2015


BinaryConnect: Training Deep Neural Networks with binary weights during propagations
Matthieu Courbariaux, Yoshua Bengio and Jean-pierre David
Advances in Neural Information Processing Systems 28, 2015


Semi-Supervised Factored Logistic Regression for High-Dimensional Neuroimaging Data
Danilo Bzdok, Michael Eickenberg, Olivier Grisel, Bertrand Thirion and Gael Varoquaux
Advances in Neural Information Processing Systems 28, 2015


The Poisson Gamma Belief Network
Mingyuan Zhou, Yulai Cong and Bo Chen
Advances in Neural Information Processing Systems 28, 2015


3D Object Proposals for Accurate Object Class Detection
Xiaozhi Chen, Kaustav Kundu, Yukun Zhu, Andrew G. Berneshawi, Huimin Ma, Sanja Fidler and Raquel Urtasun
Advances in Neural Information Processing Systems 28, 2015


Learning From Small Samples: An Analysis of Simple Decision Heuristics
özgür Çsimçsek and Marcus Buckmann
Advances in Neural Information Processing Systems 28, 2015


Parallel Multi-Dimensional LSTM, With Application to Fast Biomedical Volumetric Image Segmentation
Marijn F. Stollenga, Wonmin Byeon, Marcus Liwicki and Juergen Schmidhuber
Advances in Neural Information Processing Systems 28, 2015


Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question
Haoyuan Gao, Junhua Mao, Jie Zhou, Zhiheng Huang, Lei Wang and Wei Xu
Advances in Neural Information Processing Systems 28, 2015


Exploring Models and Data for Image Question Answering
Mengye Ren, Ryan Kiros and Richard Zemel
Advances in Neural Information Processing Systems 28, 2015


Weakly-supervised Disentangling with Recurrent Transformations for 3D View Synthesis
Jimei Yang, Scott E. Reed, Ming-hsuan Yang and Honglak Lee
Advances in Neural Information Processing Systems 28, 2015


Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
Shaoqing Ren, Kaiming He, Ross Girshick and Jian Sun
Advances in Neural Information Processing Systems 28, 2015


Generative Image Modeling Using Spatial LSTMs
Lucas Theis and Matthias Bethge
Advances in Neural Information Processing Systems 28, 2015


Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary Prediction
Kisuk Lee, Aleksandar Zlateski, Vishwanathan Ashwin and H. S. Seung
Advances in Neural Information Processing Systems 28, 2015


Grammar as a Foreign Language
Oriol Vinyals, \l U. Kaiser, Terry Koo, Slav Petrov, Ilya Sutskever and Geoffrey Hinton
Advances in Neural Information Processing Systems 28, 2015


Convolutional Neural Networks with Intra-Layer Recurrent Connections for Scene Labeling
Ming Liang, Xiaolin Hu and Bo Zhang
Advances in Neural Information Processing Systems 28, 2015


Texture Synthesis Using Convolutional Neural Networks
Leon Gatys, Alexander S. Ecker and Matthias Bethge
Advances in Neural Information Processing Systems 28, 2015