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Tiancheng Lao's Projects

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

cema icon cema

The code for paper, "Episodic Multi-agent Reinforcement Learning with Curiosity-driven Exploration", NeurIPS 2021.

detr icon detr

End-to-End Object Detection with Transformers

douzero icon douzero

[ICML 2021] DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning | 斗地主AI

ecema icon ecema

An extension of the PyMARL codebase that includes additional algorithms and environment support

exsticky icon exsticky

a macOS utility app to give you handy and pretty stickies

harl icon harl

Official implementation of HARL algorithms based on PyTorch.

hiro_pytorch icon hiro_pytorch

Implementation of HIRO (Data-Efficient Hierarchical Reinforcement Learning)

macgit icon macgit

git on Mac to push something interesting

maddpg icon maddpg

Code for the MADDPG algorithm from the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

mappo_official icon mappo_official

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

models icon models

Models and examples built with TensorFlow

multiagent-particle-envs icon multiagent-particle-envs

Code for a multi-agent particle environment used in the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

opencv icon opencv

Open Source Computer Vision Library

ppo-pytorch icon ppo-pytorch

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

pymarl icon pymarl

Python Multi-Agent Reinforcement Learning framework

pymarl2 icon pymarl2

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

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