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Papers
Private Learning of Halfspaces: Simplifying the Construction and Reducing the Sample Complexity
NeurIPS 2020
The Complexity of Adversarially Robust Proper Learning of Halfspaces with Agnostic Noise
NeurIPS 2020
Hardness of Learning Noisy Halfspaces using Polynomial Thresholds
COLT 2018
Learning and 1-bit Compressed Sensing under Asymmetric Noise
COLT 2016
Open Problem: The Statistical Query Complexity of Learning Sparse Halfspaces
COLT 2014
The Complexity of Learning Halfspaces using Generalized Linear Methods
COLT 2014
Efficient Active Learning of Halfspaces: An Aggressive Approach
JMLR 2013
Learning Halfspaces Under Log-Concave Densities: Polynomial Approximations and Moment Matching
COLT 2013
More data speeds up training time in learning halfspaces over sparse vectors
NeurIPS 2013
Learning Functions of Halfspaces Using Prefix Covers
COLT 2012
Learning Halfspaces with the Zero-One Loss: Time-Accuracy Tradeoffs
NeurIPS 2012
Learning large-margin halfspaces with more malicious noise
NeurIPS 2011
Learning Halfspaces with Malicious Noise
JMLR 2009
Potential-Based Agnostic Boosting
NeurIPS 2009