PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero
Por um escritor misterioso
Last updated 24 março 2025
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://d3i71xaburhd42.cloudfront.net/1660a5d34d5fb237b8d64d292c4f360bc70252be/5-Figure1-1.png)
ELF OpenGo is the first open-source Go AI to convincingly demonstrate superhuman performance with a perfect (20:0) record against global top professionals and is proposed, anopen-source reimplementation of the AlphaZero algorithm. The AlphaGo, AlphaGo Zero, and AlphaZero series of algorithms are remarkable demonstrations of deep reinforcement learning's capabilities, achieving superhuman performance in the complex game of Go with progressively increasing autonomy. However, many obstacles remain in the understanding of and usability of these promising approaches by the research community. Toward elucidating unresolved mysteries and facilitating future research, we propose ELF OpenGo, an open-source reimplementation of the AlphaZero algorithm. ELF OpenGo is the first open-source Go AI to convincingly demonstrate superhuman performance with a perfect (20:0) record against global top professionals. We apply ELF OpenGo to conduct extensive ablation studies, and to identify and analyze numerous interesting phenomena in both the model training and in the gameplay inference procedures. Our code, models, selfplay datasets, and auxiliary data are publicly available.
Whatever Happened to the Logic of Discovery? From Transparent Logic to Alien Reasoning
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://pub.mdpi-res.com/electronics/electronics-10-01533/article_deploy/html/images/electronics-10-01533-g006.png?1624867156)
Electronics, Free Full-Text
summary/README.md at master · gopala-kr/summary · GitHub
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://www.mdpi.com/electronics/electronics-10-01533/article_deploy/html/images/electronics-10-01533-g007-550.jpg)
Electronics, Free Full-Text
LightZero/README.zh.md at main · opendilab/LightZero · GitHub
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](http://res.cloudinary.com/cea/image/upload/v1671700621/mirroredImages/pZPDQmyEoaqBB8szD/z2lqcccz7bovviz2pa7p.png)
Conclusion and Bibliography for “Understanding the diffusion of large language models” — Rethink Priorities
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://d3i71xaburhd42.cloudfront.net/f1969fb1c9831689d7e7f2eeefa8192b97600ce1/4-Figure3-1.png)
PDF] Mobile Networks for Computer Go
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://d3i71xaburhd42.cloudfront.net/9af920b29036278557f01772b2bb580bc7cd82ea/7-Figure7-1.png)
PDF] Accelerating and Improving AlphaZero Using Population Based Training
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://i1.rgstatic.net/publication/350879591_Alpha-T_Learning_to_Traverse_over_Graphs_with_An_AlphaZero-inspired_Self-Play_Framework/links/6078554f907dcf667b9ffa08/largepreview.png)
PDF) Alpha-T: Learning to Traverse over Graphs with An AlphaZero-inspired Self-Play Framework
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://d3i71xaburhd42.cloudfront.net/1660a5d34d5fb237b8d64d292c4f360bc70252be/7-Figure6-1.png)
PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://media.arxiv-vanity.com/render-output/7241976/ttm_control.png)
Multiplayer AlphaZero – arXiv Vanity
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://d3i71xaburhd42.cloudfront.net/1660a5d34d5fb237b8d64d292c4f360bc70252be/5-Figure2-1.png)
PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://ars.els-cdn.com/content/image/1-s2.0-S0004370223000838-gr014.jpg)
Spatial state-action features for general games - ScienceDirect
![PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero](https://d3i71xaburhd42.cloudfront.net/f1969fb1c9831689d7e7f2eeefa8192b97600ce1/6-Figure11-1.png)
PDF] Mobile Networks for Computer Go
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