conftrace_

adversarial label noise

13 papers

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Co-occurring keywords

single neuron (11) robust learning (120) gaussian distribution (127) halfspace learning (30) log-concave distribution (46) neural network (6616) testable learning (7) sample complexity (1169) non-convex optimization (547) stochastic gradient descent (1091)

Papers

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