Materials of AlphaGO collected during my master's career.
- Deepmind
- [AlphaGo] Mastering the game of Go with Deep Neural Networks & Tree Search [nature2016] [pdf]
- [AlphaGo Zero] Mastering the game of Go without human knowledge [nature2017] [pdf]
- [AlphaZero] A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play [science2018] [pdf]
- [MuZero] Mastering Atari, Go, chess and shogi by planning with a learned model [nature2020] [arxiv] [talk]
- Others
- Better Computer Go Player with Neural Network and Long-term Prediction [arxiv]
- Multi-Labelled Value Networks for Computer Go [arxiv]
- Residual Networks for Computer Go [pdf]
- ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero [arxiv]
- Accelerating Self-Play Learning in Go [arxiv]
- Multiple Policy Value Monte Carlo Tree Search [arxiv]
- Accelerating and Improving AlphaZero Using Population Based Training [arxiv]
- Darkforest
- ELF OpenGO
- LeelaZero
- project: https://github.com/leela-zero/leela-zero
- Leela Chess Zero: https://lczero.org/
- KataGo
- Stockfish
- project: https://github.com/official-stockfish/Stockfish
- website: https://stockfishchess.org/
- CrazyStone
2017-05-23 - 2017-05-27日
- 中国乌镇·围棋峰会, 柯洁对阵 AlphaGo：第一局
- 中国乌镇·围棋峰会, 柯洁对阵 AlphaGo：第二局
- 中国乌镇·围棋峰会, 柯洁对阵 AlphaGo：第三局
- 中国乌镇·围棋峰会：AlphaGo 配对赛 & 团队赛
2016-03-08 - 2016-03-15
- Match 1 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
- Match 2 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
- Match 3 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
- Match 4 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
- Match 5 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
- AlphaGo (2017)
- 围棋少年: https://zh.wikipedia.org/wiki/%E5%9B%B4%E6%A3%8B%E5%B0%91%E5%B9%B4
- 棋魂: https://zh.wikipedia.org/wiki/%E6%A3%8B%E9%AD%82
- 黄士杰(Aja Huang): https://en.wikipedia.org/wiki/Aja_Huang
- David Silver: https://www.davidsilver.uk/
- Sutton: http://www.incompleteideas.net/
- Rémi Coulom: https://www.remi-coulom.fr/
- 田渊栋(Yuandong Tian): https://yuandong-tian.com/
- ICML 2017 test of time award
- paper: Combining Online and Offline Knowledge in UCT [pdf]
- https://www.youtube.com/watch?v=Bm7zah_LrmE
- https://www.bilibili.com/video/BV1Zb411Y7hi/
- https://deepmind.com/research/case-studies/alphago-the-story-so-far
- https://deepmind.com/blog/article/alphagos-next-move
- https://deepmind.com/blog/article/innovations-alphago
- https://deepmind.com/research/publications/bayesian-optimization-alphago
- https://deepmind.com/research/open-source/alphazero-resources
- https://deepmind.com/research/publications/mastering-game-go-without-human-knowledge
- https://deepmind.com/blog/article/alphago-zero-starting-scratch
- https://deepmind.com/blog/article/alphazero-shedding-new-light-grand-games-chess-shogi-and-go
- https://deepmind.com/blog/article/exploring-mysteries-alphago
- https://deepmind.com/blog/article/podcast-episode-2-go-to-zero
- https://deepmind.com/blog/article/muzero-mastering-go-chess-shogi-and-atari-without-rules
- https://en.wikipedia.org/wiki/AlphaGo
- https://en.wikipedia.org/wiki/AlphaGo_Zero
- https://www.gokgs.com/