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awesome-game-ai

Awesome Game AI materials of Multi-Agent Reinforcement Learning
https://github.com/datamllab/awesome-game-ai

Last synced: 3 days ago
JSON representation

  • Single-Agent vs. Multi-Agent

    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • AlphaGo - sized 19×19 board. In 2017, [AlphaZero](https://deepmind.com/blog/article/alphazero-shedding-new-light-grand-games-chess-shogi-and-go) taught itself from scratch and learned to master the games of chess, shogi, and Go. In more recent years, researchers have made efforts to poker games, such as [Libratus](https://science.sciencemag.org/content/359/6374/418), [DeepStack](https://science.sciencemag.org/content/356/6337/508) and [DouZero](https://github.com/kwai/DouZero), achieving expert-level performance in Texas Hold'em and Chinese Poker game Dou Dizhu. Now researchers keep progressing and achieve human-level AI on [Dota 2](https://openai.com/five/) and [Starcraft 2](https://deepmind.com/blog/article/alphastar-mastering-real-time-strategy-game-starcraft-ii) with deep reinforcement learning.
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).
    • Deep Q-learning - ai), [Minecraft](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14630), and [Flappy Bird](https://github.com/yenchenlin/DeepLearningFlappyBird).

  • Research Papers

  • What is Game AI?

  • Open-Source Projects

  • Review and General Papers

  • Conferences and Workshops

  • Competitions

Programming Languages
Python 13 C++ 3 JavaScript 2 Jupyter Notebook 2 Rust 1 Lua 1
Categories
Research Papers 180 Single-Agent vs. Multi-Agent 60 Review and General Papers 40 Open-Source Projects 29 Conferences and Workshops 5 Competitions 2 What is Game AI? 1
Sub Categories
Go 124 Mahjong Projects 42 Starcraft 39 Betting Games 14 Dou Dizhu Projects 6 Dou Dizhu 5 Texas Hold'em Projects 5 Starcraft Projects 5 Unified Toolkits 4 Mahjong 4 Chess Projects 3 Gomoku Projects 2 Go Projects 1 Chinese Chess Projects 1 Bridge 1
Keywords
reinforcement-learning 12 deep-learning 6 alphago-zero 4 alphazero 3 gobang 3 gomoku 3 artificial-intelligence 3 ai 3 tensorflow 3 doudizhu 2 game-ai 2 poker 2 openai-gym 2 deep-reinforcement-learning 2 self-play 2 pytorch 2 alpha-zero 2 alphago 2 rl 2 monte-carlo-tree-search 2 mcts 2 keras 2 pocker 1 imperfect-information-games 1 gameai 1 pokerstars 1 poker-engine 1 ai-poker-game 1 texas-holdem-poker 1 neural-network 1 tf 1 riichi 1 mjai 1 mahjong-ai 1 mahjong 1 chinese-chess 1 chess 1 javascript 1 self-learning 1 board-game 1 rl-environment 1 go 1 starcraft2 1 reinforcment-learning 1 league 1 startcraft2 1 machine-learning 1 deepmind 1 deep-q-network 1 starcraft 1