[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios (awesome MCTS)

Unified Reinforcement Learning Framework

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

A Monte Carlo Tree Search AI for the game 2048

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

mcts-simple is a Python3 library that allows reinforcement learning problems to be solved easily with its implementations of Monte Carlo Tree Search.

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

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

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…

SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL

基于Qt的不围棋(nogo)单机对战平台，包含基于MCTS的AI对战Bot

Companion repository of the "Dancer in the Dark" paper.

MCTS based playing strategies for the card game Durak

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

♟️ Deploy a AI five-in-a-row game. Including front-end, back-end & deep RL code. 基于 vue3 与 flask 部署的强化学习五子棋 AlphaGo 实践。

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

AI for the Connect 4 game

MCTS Pacman agent applied to the Pacman VS Ghosts conpetition framework

Reversi (Othello) AI game in C#. Using Monte Carlo Tree Search algorithm AND BTMM algorithm.

A tool on Taobao.com using Monte Carlo Tree Search to help make sensible shop plan📃, considering discount🏷, desiring score💗 and budget💳, etc.