mcts-algorithm 开源项目推荐（120 个）

opendilab /LightZero

[NeurIPS 2023焦点] LightZero：一般顺序决策场景中蒙特卡罗树搜索的统一基准（令人敬畏的MCTS）

OpenRL-Lab /openrl

统一强化学习框架

ShuaiLyu0110 /SQL-o1

[ACM TOSEM] Official resources for "SQL-o1: Automatic Text-to-SQL Program Synthesis via Self-Reward Heuristic Search".

Thinklab-SJTU /ML4TSPBench

Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search".

ai-boson /mcts

MCTS algorithm tutorial and it's explanation with code. Application of MCTS to create A.I for simple game.

DenseLance /mcts-simple

mcts-simple is a Python3 library that implements Monte Carlo Tree Search and its variants to solve a host of problems, most commonly for reinforcement learning.

thomasahle /mcts-2048

A Monte Carlo Tree Search AI for the game 2048

Chunjiang-Intelligence /DeepRWKV-Reasoning

为 RWKV 设计的「Deep Think」实现。

RiccardoSpolaor /Verbal-Explanations-of-Spatio-Temporal-Graph-Neural-Networks-for-Traffic-Forecasting

An eXplainable AI system to elucidate short-term speed forecasts in traffic networks obtained by Spatio-Temporal Graph Neural Networks.

Protocol-Lattice /harness-router

A decision layer embedded into the harness tool-selection loop

Boyu1997 /mcts-travel-salesman

Monte Carlo tree search (MCTS) on traveling salesman problem (TSP)

oriyanh /Bridge-AI

In this project we try to create a sophisticated computer agent to play the Contact Bridge card game. Our goal is to develop an agent that is tough to play against, with fast reaction time so it is able to play in real time against humans. We approached this as a search problem, and implemented search-tree heuristics based on Minimax and Monte C…

epcm /QtNoGo

基于Qt的不围棋(nogo)单机对战平台，包含基于MCTS的AI对战Bot

Butanium /monte-carlo-tree-search-TSP

Monte Carlo tree search for the travelling salesman problem (MCTS for the TSP)

jorisperrenet /durak

MCTS based playing strategies for the card game Durak

Masoudjafaripour /AIFP

Adaptive Iterative Feedback Prompting for Obstacle-Aware Path Planning via LLMs - LM4Planning - AAAI2025

olivkoch /gumbel-mcts

A lightweight and modular Gumbel MCTS implementation

PiperLiu /five-in-a-row-AI

♟️ 部署AI五连胜游戏。包括前端、后端和深度强化学习代码。基于 vue3 与 flask 部署的强化学习五子棋 AlphaGo 实践。

LoveDuckie /dissertation-ms-pacman-ai

An AI agent developed to play Ms. Pac-Man by adopting a strategy formed by MCTS and a FSM.

DeepConnect /alphasearch

AlphaGo-inspired MCTS for document retrieval. No vectors, no embeddings, no chunking — just reasoning. Upload PDFs, ask questions, get answers with citations.