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RL for Games: A study List

This repo aims to provide a recommendation list for RL + Game freshmen.

RL Game Papers

Review

A Survey of Deep Reinforcement Learning in Video Games https://arxiv.org/pdf/1912.10944.pdf

StarCraft

SCC: an efficient deep reinforcement learning agent mastering the game of StarCraft II https://arxiv.org/abs/2012.13169

AlphaStar: Mastering the Real-Time Strategy Game StarCraft II https://deepmind.com/blog/article/alphastar-mastering-real-time-strategy-game-starcraft-ii

AlphaStar: Grandmaster level in StarCraft II using multi-agent reinforcement learning https://deepmind.com/blog/article/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning

Glory of Kings (王者荣耀)

Mastering Complex Control in MOBA Games with Deep Reinforcement Learning https://arxiv.org/abs/1912.09729

TLeague: A Framework for Competitive Self-Play based Distributed Multi-Agent Reinforcement Learning https://arxiv.org/abs/2011.12895

Go

Mastering the game of Go with Deep Neural Networks & Tree Search https://deepmind.com/research/publications/2019/mastering-game-go-deep-neural-networks-tree-search

Mastering the game of Go without Human Knowledge https://deepmind.com/research/publications/2019/mastering-game-go-without-human-knowledge

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play https://deepmind.com/research/publications/2019/general-reinforcement-learning-algorithm-masters-chess-shogi-and-go-through-self-play

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model https://deepmind.com/research/publications/2020/mastering-atari-go-chess-and-shogi-by-planning-with-a-learned-model

Atari

Playing Atari with Deep Reinforcement Learning https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf

RL Github Repos

Using Deep Q-Network to Learn How To Play Flappy Bird https://github.com/yenchenlin/DeepLearningFlappyBird

ReinforcementLearning-AtariGame https://github.com/Nasdin/ReinforcementLearning-AtariGame

中国象棋Zero(CCZero) https://github.com/NeymarL/ChineseChess-AlphaZero

threes-ai https://github.com/halfrost/threes-ai

Thought-SC2 https://github.com/StarBeta/Thought-SC2

RL Game Organization Articles

启元世界 https://www.zhihu.com/org/qi-yuan-shi-jie-99

网易伏羲 https://www.zhihu.com/org/wang-yi-fu-xi-aishi-yan-shi

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