PDF] Mastering Chess and Shogi by Self-Play with a General
Por um escritor misterioso
Last updated 05 julho 2024
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://d3i71xaburhd42.cloudfront.net/38fb1902c6a2ab4f767d4532b28a92473ea737aa/7-Figure2-1.png)
This paper generalises the approach into a single AlphaZero algorithm that can achieve, tabula rasa, superhuman performance in many challenging domains, and convincingly defeated a world-champion program in each case. The game of chess is the most widely-studied domain in the history of artificial intelligence. The strongest programs are based on a combination of sophisticated search techniques, domain-specific adaptations, and handcrafted evaluation functions that have been refined by human experts over several decades. In contrast, the AlphaGo Zero program recently achieved superhuman performance in the game of Go, by tabula rasa reinforcement learning from games of self-play. In this paper, we generalise this approach into a single AlphaZero algorithm that can achieve, tabula rasa, superhuman performance in many challenging domains. Starting from random play, and given no domain knowledge except the game rules, AlphaZero achieved within 24 hours a superhuman level of play in the games of chess and shogi (Japanese chess) as well as Go, and convincingly defeated a world-champion program in each case.
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://d3i71xaburhd42.cloudfront.net/4c7028640e3470a73af84d22eafa78855931c70f/29-Figure6-1.png)
PDF] Giraffe: Using Deep Reinforcement Learning to Play Chess
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://i.ytimg.com/vi/2ciR6rA85tg/maxresdefault.jpg)
AlphaZero: DeepMind's New Chess AI
AlphaZero Research Paper Summary, PDF, Machine Learning
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://d3i71xaburhd42.cloudfront.net/38fb1902c6a2ab4f767d4532b28a92473ea737aa/6-Table2-1.png)
PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://d3i71xaburhd42.cloudfront.net/35958f4359456db9a535a14a8c5a3872000fe252/1-Figure1-1.png)
PDF] Automated Chess Commentator Powered by Neural Chess Engine
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://d3i71xaburhd42.cloudfront.net/41c8ca0353e062aca94de2ea59df2042eeee7f35/4-Figure3-1.png)
PDF] Playing Chess with Limited Look Ahead
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://d3i71xaburhd42.cloudfront.net/38fb1902c6a2ab4f767d4532b28a92473ea737aa/5-Table1-1.png)
PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://d3i71xaburhd42.cloudfront.net/071e11e5845e72466bb8fbdc617d45c4d83e7b0a/5-Figure2-1.png)
PDF] The Chess Transformer: Mastering Play using Generative Language Models
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://slideplayer.com/slide/17602959/104/images/5/Presentations+of+interest.jpg)
AI & Games: The cases of Go, Chess and Shogi - ppt download
![PDF] Mastering Chess and Shogi by Self-Play with a General](https://www.chessprogramming.org/images/5/50/ShogiBoardAndPieces.jpg)
Shogi - Chessprogramming wiki
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