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Yaodong Yu's Projects

augmix icon augmix

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

fastdro-minmaxopt icon fastdro-minmaxopt

Fast Distributionally Robust Learning with Variance Reduced Min-Max Optimization

flash icon flash

Fast Local minimA finding with third-order SmootHness (FLASH)

gose-nonconvex icon gose-nonconvex

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

group_dro icon group_dro

Distributionally robust neural networks for group shifts

mae icon mae

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

mae_dp icon mae_dp

PyTorch implementation of Masked Autoencoder

mcr2 icon mcr2

Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)

online-nonsubmodular icon online-nonsubmodular

Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback

projnorm icon projnorm

Predicting Out-of-Distribution Error with the Projection Norm

pytorch_resnet_cifar10 icon pytorch_resnet_cifar10

Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description of the original paper.

segavgrestart-bilinear icon segavgrestart-bilinear

On the Convergence of Stochastic Extragradient for Bilinear Games using Restarted Iteration Averaging

tct icon tct

TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels

trades icon trades

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

wilds icon wilds

A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.

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