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rainwangphy's Projects

mfrl icon mfrl

Mean Field Multi-Agent Reinforcement Learning

mini-alphastar icon mini-alphastar

A mini-scale reproduction code of the AlphaStar program. Note: the original AlphaStar is the AI proposed by DeepMind to play StarCraft II.

minimalrl icon minimalrl

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

mixture-of-experts icon mixture-of-experts

A Pytorch implementation of Sparsely-Gated Mixture of Experts, for massively increasing the parameter count of language models

models icon models

Models and examples built with TensorFlow

molgan-pytorch icon molgan-pytorch

Pytroch implementation of MolGAN: An implicit generative model for small molecular graphs (https://arxiv.org/abs/1805.11973)

mtmfrl icon mtmfrl

Multi Type Mean Field Reinforcement Learning

neuralrg icon neuralrg

Pytorch source code for arXiv paper Neural Network Renormalization Group, a generative model using variational renormalization group and normalizing flow.

open-l2o icon open-l2o

Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms

open_spiel icon open_spiel

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

opensc2k icon opensc2k

OpenSC2K - An Open Source remake of Sim City 2000 by Maxis

option-critic icon option-critic

A Tensorflow implementation of the Option-Critic Architecture

ot-icnn icon ot-icnn

Learning the optimal transport map via input convex neural neworks

p-dro icon p-dro

Code for the paper "Modeling the Second Player in Distributionally Robust Optimization"

patchgame icon patchgame

PyTorch implementation of "PatchGame: Learning to Signal Mid-level Patches in Referential Games" to appear in NeurIPS 2021

pc-darts icon pc-darts

PC-DARTS:Partial Channel Connections for Memory-Efficient Differentiable Architecture Search

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