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Papers
Learning a Single Neuron Robustly to Distributional Shifts and Adversarial Label Noise
NeurIPS 2024
Sample and Computationally Efficient Robust Learning of Gaussian Single-Index Models
NeurIPS 2024
Testable Learning of General Halfspaces with Adversarial Label Noise
COLT 2024
Efficient Testable Learning of Halfspaces with Adversarial Label Noise
NeurIPS 2023
Robustly Learning a Single Neuron via Sharpness
ICML 2023
Hardness of Learning a Single Neuron with Adversarial Label Noise
AISTATS 2022
Learning a Single Neuron with Adversarial Label Noise via Gradient Descent
COLT 2022
Learning General Halfspaces with Adversarial Label Noise via Online Gradient Descent
ICML 2022
Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise
ICML 2021
ReLU Regression with Massart Noise
NeurIPS 2021
Non-Convex SGD Learns Halfspaces with Adversarial Label Noise
NeurIPS 2020
On the Error Resistance of Hinge-Loss Minimization
NeurIPS 2020
Learning Halfspaces with Malicious Noise
JMLR 2009