Search Machine Learning Repository:
All publications by Rob Fergus
authors venues years



End-To-End Memory Networks
Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston and Rob Fergus
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


Exploiting Linear Structure Within Convolutional Networks for Efficient Evaluation
Emily L. Denton, Wojciech Zaremba, Joan Bruna, Yann Lecun and Rob Fergus
Advances in Neural Information Processing Systems 27, 2014


Depth Map Prediction from a Single Image using a Multi-Scale Deep Network
David Eigen, Christian Puhrsch and Rob Fergus
Advances in Neural Information Processing Systems 27, 2014


Learning to Discover Efficient Mathematical Identities
Wojciech Zaremba, Karol Kurach and Rob Fergus
Advances in Neural Information Processing Systems 27, 2014


Regularization of Neural Networks using DropConnect
Li Wan, Matthew Zeiler, Sixin Zhang, Yann L. Cun and Rob Fergus
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


A Hybrid Neural Network-Latent Topic Model
Li Wan, Leo Zhu and Rob Fergus
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Facial Expression Transfer with Input-Output Temporal Restricted Boltzmann Machines
Matthew D. Zeiler, Graham W. Taylor, Leonid Sigal, Iain Matthews and Rob Fergus
Advances in Neural Information Processing Systems 24, 2011


Pose-Sensitive Embedding by Nonlinear NCA Regression
Rob Fergus, George Williams, Ian Spiro, Christoph Bregler and Graham W. Taylor
Advances in Neural Information Processing Systems 23, 2010


Semi-Supervised Learning in Gigantic Image Collections
Rob Fergus, Yair Weiss and Antonio Torralba
Advances in Neural Information Processing Systems 22, 2009


Fast Image Deconvolution using Hyper-Laplacian Priors
Dilip Krishnan and Rob Fergus
Advances in Neural Information Processing Systems 22, 2009


Spectral Hashing
Yair Weiss, Antonio Torralba and Rob Fergus
Advances in Neural Information Processing Systems 21, 2008


Object Recognition by Scene Alignment
Bryan Russell, Antonio Torralba, Ce Liu, Rob Fergus and William T. Freeman
Advances in Neural Information Processing Systems 20, 2007


Sampling Methods for Unsupervised Learning
Rob Fergus, Andrew Zisserman and Pietro Perona
Advances in Neural Information Processing Systems 17, 2004