yaodongyu/Rethink-BiasVariance-Tradeoff

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Created over 4 years ago
Updated over 3 years ago

yaodongyu/Rethink-BiasVariance-Tradeoff

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Rethinking Bias-Variance Trade-off for Generalization of Neural Networks

TRADES

TRADES (TRadeoff-inspired Adversarial DEfense via Surrogate-loss minimization)

ProjNorm

Predicting Out-of-Distribution Error with the Projection Norm

BiasVariance-AdversarialTraining

TCT

TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels

FastDRO-MinMaxOpt

Fast Distributionally Robust Learning with Variance Reduced Min-Max Optimization

Jupyter Notebook

gose-nonconvex

Local minima finding algorithm, gose, which is able to escape from saddle points in one step for nonconvex problems.

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