conftrace_

single neuron

11 papers

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Co-occurring keywords · papers mentioning both

gradient descent (6) relu activation (5) adversarial label noise (4) activation function (3) non-convex optimization (3) robust learning (2) statistical query (2) learning theory (2) distributional shift (1) population risk (1)

Papers

Learning a Single Neuron Robustly to Distributional Shifts and Adversarial Label Noise NeurIPS 2024 Over-Parameterization Exponentially Slows Down Gradient Descent for Learning a Single Neuron COLT 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 for Non-monotonic Activation Functions AISTATS 2022 Learning a Single Neuron with Adversarial Label Noise via Gradient Descent COLT 2022 SQ Lower Bounds for Learning Single Neurons with Massart Noise NeurIPS 2022 The role of optimization geometry in single neuron learning AISTATS 2022 Learning a Single Neuron with Bias Using Gradient Descent NeurIPS 2021 Agnostic Learning of a Single Neuron with Gradient Descent NeurIPS 2020 Learning a Single Neuron with Gradient Methods COLT 2020