OpenDILab Decision AI Engine
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Updated
Jul 1, 2024 - Python
OpenDILab Decision AI Engine
Unofficial open-source OpenGL/SDL2 reimplementation of Sid Meier's Alpha Centauri ( + Alien Crossfire )
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)
Wireless Sensor SMAC Medium Access Protocol Implemented in Matlab. Complete energy efficient and collision avoidance protocol.
[JMLR 2023] A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning
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
[AAAI 2023] Official PyTorch implementation of paper "ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency".
Systematic Evaluation of CASH Search Strategies for Unsupervised Anomaly Detection
In this project, we focus on different ways to optimize a machine learning model parameters.
StarCraft II Multi Agent Challenge : QMIX, COMA, LIIR, QTRAN, Central V, ROMA, RODE, DOP, Graph MIX
Continual Multi-agent Reinforcement Learning in Dynamic Environments
A library based on Keras, SMAC and HpBandSter to auto tune autoencoder architectures.
Bayesian Optimization for Categorical and Continuous Inputs
Research and Development project report. Affliations: Hochschule Bonn-Rhein-Sieg and Fraunhofer SCAI
Anti-Cheat Detection for Game Streaming
An automated data augmentation tool in Python
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