lx10077

Xiang's repositories

fedavgpy

On the Convergence of FedAvg on Non-IID Data

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lasso

Convex optimizers for LASSO, including subgradient, project gradient, proximal gradient, smooth method, lagrangian method and stochastic gradient descent variants.

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dqnpy

DQN and its variants in deep reinforcement learning. Now it only incorporates vallina DQN, average DQN and median DQN.

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AveQLearning

Codes for the AISTATS 2023 paper, A Statistical Analysis of Polyak-Ruppert Averaged Q-learning.

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rlpy

A pytorch-version implementation of RL algorithms. Now it collects TRPO, ClipPPO, A2C, GAIL and ADCV.

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cdiscount-image-classification

Codes for cdiscount image classification, a Kaggle competition to categorize seven million commodities into up to five thousand classes.

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ganpy

Pytorch implementation of generative adversary networks.

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LocalPower

Codes for LocalPower

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lx10077.github.io

Xiang Li's personal homepage

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optimpy

Home of various optimization algorithms.

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privacy

Library for training machine learning models with privacy for training data

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rlkit

Collection of reinforcement learning algorithms

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