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All publications by Sivan Sabato
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Heavy-tailed regression with a generalized median-of-means
Daniel Hsu and Sivan Sabato
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Active Regression by Stratification
Sivan Sabato and Remi Munos
Advances in Neural Information Processing Systems 27, 2014


Feature Multi-Selection among Subjective Features
Sivan Sabato and Adam Kalai
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Auditing: Active Learning with Outcome-Dependent Query Costs
Sivan Sabato, Anand D. Sarwate and Nati Srebro
Advances in Neural Information Processing Systems 26, 2013


Efficient Active Learning of Halfspaces: an Aggressive Approach
Alon Gonen, Sivan Sabato and Shai Shalev-shwartz
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Multiclass Learning Approaches: A Theoretical Comparison with Implications
Amit Daniely, Sivan Sabato and Shai S. Shwartz
Advances in Neural Information Processing Systems 25, 2012


Tight Sample Complexity of Large-Margin Learning
Sivan Sabato, Nathan Srebro and Naftali Tishby
Advances in Neural Information Processing Systems 23, 2010


Reducing Label Complexity by Learning From Bags
Sivan Sabato, Nathan Srebro and Naftali Tishby
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Ranking Categorical Features Using Generalization Properties
Sivan Sabato and Shai Shalev-shwartz
Journal of Machine Learning Research, 2008