PDF] Monte-Carlo Graph Search for AlphaZero
Por um escritor misterioso
Last updated 22 março 2025
![PDF] Monte-Carlo Graph Search for AlphaZero](https://d3i71xaburhd42.cloudfront.net/4bafaf654937500f1a6a7c0df9c4f548f1c27e78/8-Figure4-1.png)
A new, improved search algorithm for AlphaZero is introduced which generalizes the search tree to a directed acyclic graph, which enables information flow across different subtrees and greatly reduces memory consumption. The AlphaZero algorithm has been successfully applied in a range of discrete domains, most notably board games. It utilizes a neural network, that learns a value and policy function to guide the exploration in a Monte-Carlo Tree Search. Although many search improvements have been proposed for Monte-Carlo Tree Search in the past, most of them refer to an older variant of the Upper Confidence bounds for Trees algorithm that does not use a policy for planning. We introduce a new, improved search algorithm for AlphaZero which generalizes the search tree to a directed acyclic graph. This enables information flow across different subtrees and greatly reduces memory consumption. Along with Monte-Carlo Graph Search, we propose a number of further extensions, such as the inclusion of Epsilon-greedy exploration, a revised terminal solver and the integration of domain knowledge as constraints. In our evaluations, we use the CrazyAra engine on chess and crazyhouse as examples to show that these changes bring significant improvements to AlphaZero.
![PDF] Monte-Carlo Graph Search for AlphaZero](https://www.pnas.org/cms/10.1073/pnas.2206625119/asset/291043cb-55c4-458d-9dcb-90541f1f0427/assets/images/large/pnas.2206625119fig06.jpg)
Acquisition of chess knowledge in AlphaZero
![PDF] Monte-Carlo Graph Search for AlphaZero](https://d3i71xaburhd42.cloudfront.net/4bafaf654937500f1a6a7c0df9c4f548f1c27e78/1-Figure1-1.png)
PDF] Monte-Carlo Graph Search for AlphaZero
![PDF] Monte-Carlo Graph Search for AlphaZero](https://gibberblot.github.io/rl-notes/_images/mcts_selection.png)
Monte-Carlo Tree Search (MCTS) — Introduction to Reinforcement Learning
![PDF] Monte-Carlo Graph Search for AlphaZero](https://d3i71xaburhd42.cloudfront.net/4bafaf654937500f1a6a7c0df9c4f548f1c27e78/11-Table3-1.png)
PDF] Monte-Carlo Graph Search for AlphaZero
![PDF] Monte-Carlo Graph Search for AlphaZero](https://www.pnas.org/cms/10.1073/pnas.2206625119/asset/15e059ed-014c-4040-93cd-f383b87c213f/assets/images/large/pnas.2206625119fig03.jpg)
Acquisition of chess knowledge in AlphaZero
![PDF] Monte-Carlo Graph Search for AlphaZero](https://miro.medium.com/v2/resize:fit:718/1*gxEwUSQD-y2SngFBbyWEFA.png)
Monte Carlo Tree Search Application on Chess, by Ishaan Gupta
![PDF] Monte-Carlo Graph Search for AlphaZero](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs00521-021-05928-5/MediaObjects/521_2021_5928_Fig8_HTML.png)
Value targets in off-policy AlphaZero: a new greedy backup
![PDF] Monte-Carlo Graph Search for AlphaZero](https://miro.medium.com/v2/resize:fit:1400/1*TvElyJ7l1wds3lSmm4DzxQ.png)
Monte Carlo Tree Search (MCTS) in AlphaGo Zero, by Jonathan Hui
![PDF] Monte-Carlo Graph Search for AlphaZero](https://production-media.paperswithcode.com/methods/Screen_Shot_2020-06-29_at_9.36.32_PM_Vc3hZmF.png)
Monte-Carlo Tree Search Explained
![PDF] Monte-Carlo Graph Search for AlphaZero](https://media.arxiv-vanity.com/render-output/8351841/board_game_result/connect4.jpeg)
LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios – arXiv Vanity
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