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SPIN
The official implementation of Self-Play Fine-Tuning (SPIN)SPPO
The official implementation of Self-Play Preference Optimization (SPPO)Rephrase-and-Respond
Official repo of Respond-and-Respond: data, code, and evaluationRayS
RayS: A Ray Searching Method for Hard-label Adversarial Attack (KDD2020)Padam
Partially Adaptive Momentum Estimation method in the paper "Closing the Generalization Gap of Adaptive Gradient Methods in Training Deep Neural Networks" (accepted by IJCAI 2020)NeuralUCB
PDE
Official repo of Progressive Data Expansion: data, code and evaluationMoE
Towards Understanding the Mixture-of-Experts Layer in Deep Learningucla-covid19-forecasts
Frank-Wolfe-AdvML
A Frank-Wolfe Framework for Efficient and Effective Adversarial Attacks (AAAI'20)NeuralTS
svrg-lowrank
fast nonconvex stochastic variance reduced gradient for low-rank matrix estimationCS161-Winter2022
CS161-Winter2022CS269-Winter2019
nonconvex-RPCA
fast nonconvex algorithm for robust PCAnonconvex-IMC
fast nonconvex algorithm for inductive matrix completionFedLinUCB
A Simple and Provably Efficient Algorithm for Asynchronous Federated Contextual Linear BanditsCS260-Fall18
Machine LearningFLASH
Fast Local minimA finding with third-order SmootHness (FLASH)CS269-Spring2021
Foundations of Deep LearningCS161-Winter2020
Fundamentals of Artificial IntelligenceGFA-RFE
Uncertainty-Aware Reward-Free Exploration with General Function ApproximationPhyGCN
VACDB
Variance-aware Contextual Dueling BanditsCS161-Winter2023
CS161-Winter2023 Fundamentals of Artificial Intelligencepretrain-finetune-SGD
The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate ShiftLDP-UCRL-VTR
Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision ProcessesCS260-Spring2020
Machine LearningBenign-Overfitting-CNN
Benign Overfitting in Two-layer Convolutional Neural NetworksCS260-Fall2021
CS260-Fall2022
CP-time-series-clustering
High-dimensional Time Series Clustering via Cross-PredictabilityBenign_ReLU_CNN
CW-OFUL
Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptionsnonconvex-LVGGM
fast nonconvex algorithm for latent variable Gaussian graphical modelsLove Open Source and this site? Check out how you can help us