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UCLA Artificial General Intelligence Lab's Projects

pde icon pde

Official repo of Progressive Data Expansion: data, code and evaluation

powers icon powers

Near-optimal Policy Optimization Algorithms for Learning Adversarial Linear Mixture MDPs

pretrain-finetune-sgd icon pretrain-finetune-sgd

The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate Shift

rays icon rays

RayS: A Ray Searching Method for Hard-label Adversarial Attack (KDD2020)

scag icon scag

Stochastic Cubic Adjusted Gradient Descent

spin icon spin

The official implementation of Self-Play Fine-Tuning (SPIN)

sslgc icon sslgc

Selective Sampling on Graphs for Classification

svrc icon svrc

Stochastic Variance-reduced Cubic Regularization

svrg-lowrank icon svrg-lowrank

fast nonconvex stochastic variance reduced gradient for low-rank matrix estimation

vacdb icon vacdb

Variance-aware Contextual Dueling Bandits

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