Popular GitHub Repositories for Smac

Automated Machine Learning with scikit-learn

This is the official implementation of Multi-Agent PPO (MAPPO).

Fine-tuned MARL algorithms on SMAC (100% win rates on most scenarios)

Concise pytorch implements of MARL algorithms, including MAPPO, MADDPG, MATD3, QMIX and VDN.

LLM-PySC2 is NKAI Decision Team and NUDT Decision Team's Python component of the StarCraft II LLM Decision Environment. It exposes Deepmind's PySC2 Learning Environment API as a Python LLM Environment.

Multi-agent PPO with noise (97% win rates on Hard scenarios of SMAC)

[ICML 2021] DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning

[JMLR 2023] A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning

Systematic Evaluation of CASH Search Strategies for Unsupervised Anomaly Detection

A library based on Keras, SMAC and HpBandSter to auto tune autoencoder architectures.

This is the official implementation of [AAAI'25 Oral] accepted paper: Bridging Training and Execution via Dynamic Directed Graph-Based Communication in Cooperative Multi-Agent Systems.