PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
Por um escritor misterioso
Descrição
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.
Reimagining Chess with AlphaZero, February 2022
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://d3i71xaburhd42.cloudfront.net/7bc8bf9ba496f2ff6334088d07e1e4ff2ea7b95c/11-Figure3-1.png)
PDF] Exploring the Performance of Deep Residual Networks in Crazyhouse Chess
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://miro.medium.com/v2/resize:fit:495/1*sMmTaznjKHlZI-1a7m6hww.png)
Is AlphaZero really a scientific breakthrough in AI?, by Jose Camacho Collados
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://user-images.githubusercontent.com/62259863/151253760-b5abe21b-3f3d-45de-b0b0-4b97fea8cfbf.png)
GitHub - Nicolas-Maurer/Onitama_AlphaZero: Implementation of the AlphaZero algorithm for the game Onitama
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://i1.rgstatic.net/publication/337981889_A_Multi-agent_Design_of_a_Computer_Player_for_Nine_Men's_Morris_Board_Game_using_Deep_Reinforcement_Learning/links/5eaee9cca6fdcc7050a8480f/largepreview.png)
PDF) A Multi-agent Design of a Computer Player for Nine Men's Morris Board Game using Deep Reinforcement Learning
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://d3i71xaburhd42.cloudfront.net/071e11e5845e72466bb8fbdc617d45c4d83e7b0a/2-Figure1-1.png)
PDF] The Chess Transformer: Mastering Play using Generative Language Models
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://www.furidamu.org/images/alphatensor.webp)
papers
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://d3i71xaburhd42.cloudfront.net/cc384844f7078e49f0e6e7cfac6e9a1c5f675829/4-Figure1-1.png)
PDF] Learning to Play the Chess Variant Crazyhouse Above World Champion Level With Deep Neural Networks and Human Data
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://blog.acolyer.org/wp-content/uploads/2018/01/alphazero-table-s1.jpeg?w=520)
Mastering chess and shogi by self-play with a general reinforcement learning algorithm
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://i1.rgstatic.net/publication/347811904_Mastering_Atari_Go_chess_and_shogi_by_planning_with_a_learned_model/links/5fe4227192851c13feb4977d/largepreview.png)
Mastering Atari, Go, chess and shogi by planning with a learned model
![PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm](https://0.academia-photos.com/attachment_thumbnails/84353697/mini_magick20220417-22811-sd3r.png?1650242535)
PDF) A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play
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