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Papers
Efficient Active Learning Halfspaces with Tsybakov Noise: A Non-convex Optimization Approach
AISTATS 2024
Efficient Testable Learning of Halfspaces with Adversarial Label Noise
NeurIPS 2023
PAC Learning of Halfspaces with Malicious Noise in Nearly Linear Time
AISTATS 2023
Tester-Learners for Halfspaces: Universal Algorithms
NeurIPS 2023
Optimal SQ Lower Bounds for Learning Halfspaces with Massart Noise
COLT 2022
Near Optimal Distributed Learning of Halfspaces with Two Parties
COLT 2021
Provable Robustness of Adversarial Training for Learning Halfspaces with Noise
ICML 2021
Learning Halfspaces with Massart Noise Under Structured Distributions
COLT 2020
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
Efficient Active Learning of Halfspaces: an Aggressive Approach
ICML 2013
Algorithms and hardness results for parallel large margin learning
NeurIPS 2011