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mcts-algorithm

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opendilab / LightZero

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

board-game reinforcement-learning pytorch gym mcts gomoku tictactoe atari alpha-beta-pruning monte-carlo-tree-search continuous-control board-games alphazero self-play mcts-algorithm muzero stochastic-muzero efficientzero sampled-muzero gumbel-muzero

Updated Sep 2, 2025
Python

OpenRL-Lab / openrl

Unified Reinforcement Learning Framework

reinforcement-learning robotics pytorch gym atari game-ai gymnasium mujoco self-playing autodrive embodied multi-agent-reinforcement-learning distributed-reinforcement-learning mcts-algorithm google-research-football embodied-ai llm llm-as-agent

Updated Sep 6, 2024
Python

ShuaiLyu0110 / SQL-o1

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

text-to-sql mcts-algorithm self-rewarding heuristic-dynamic-search

Updated May 23, 2025
Python

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".

machine-learning tsp-problem combinatorial-optimization mcts-algorithm diffusion-models

Updated May 20, 2025
C

ai-boson / mcts

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

game-development ml artificial-intelligence mcts mcts-algorithm

Updated Mar 20, 2025
Ruby

thomasahle / mcts-2048

A Monte Carlo Tree Search AI for the game 2048

ai bitboards monte-carlo-tree-search 2048 2048-game mcts-algorithm

Updated May 24, 2020
Java

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.

game python reinforcement-learning mcts mcts-algorithm

Updated Aug 8, 2025
Python

Boyu1997 / mcts-travel-salesman

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

tsp-problem mcts-algorithm

Updated Apr 27, 2019
Python

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.

nlp natural-language-processing transparency natural-language-generation monte-carlo-tree-search speed-prediction feature-importance explainable-ai xai graph-neural-networks spatio-temporal-graph mcts-algorithm traffic-forecasting congestion-analysis post-hoc-explanation trustworthy-ai metr-la outcomes-analytics pems-bay stgnn

Updated Feb 23, 2024
Jupyter Notebook

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...

ai mcts bridge-game alpha-beta-pruning minmax-algorithm minmax mcts-implementations mcts-algorithm

Updated Aug 22, 2020
Python

polyxss / bxss

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

mcts mcts-implementations mcts-algorithm blindxss

Updated Jul 13, 2024
TypeScript

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

game qt5 mcts nogo mcts-algorithm

Updated Oct 3, 2022
C++

jorisperrenet / durak

MCTS based playing strategies for the card game Durak

python rust mcts durak mcts-algorithm durakonline

Updated Jan 24, 2023
Python

Butanium / monte-carlo-tree-search-TSP

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

ocaml heuristic tsp monte-carlo-tree-search travelling-salesman-problem mcts-algorithm

Updated Jun 18, 2022
OCaml

PiperLiu / five-in-a-row-AI

♟️ 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。

python vue mcts reinfrocement-learning mcts-algorithm

Updated Mar 16, 2022
Python

LoveDuckie / dissertation-ms-pacman-ai

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

ai mcts mcts-visualisation mcts-algorithm ms-pacman mcts-agents

Updated Jul 17, 2021
C#

Wowol / Connect4-AI

AI for the Connect 4 game

machine-learning ai artificial-intelligence mcts minimax monte-carlo-tree-search connect4 artificial-intelligence-algorithms cutoff mcts-implementations mcts-algorithm

Updated May 26, 2019
Python

PanMig / MCTS-Pacman

MCTS Pacman agent applied to the Pacman VS Ghosts conpetition framework

java pacman-agent mcts-algorithm

Updated Mar 28, 2019
Java

HoangTran0410 / Reversi-mcts

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

board-game machine-learning csharp bitboard mcts monte-carlo-tree-search othello-game reversi-game ucb1 othello-ai mcts-algorithm

Updated May 31, 2021
C#

IndieCoderMM / tictactoe-mcts

Tictactoe engine using Monte Carlo Tree Search

ruby monte-carlo tictactoe mcts-algorithm

Updated Mar 11, 2023
Ruby

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