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Jichao He's Projects

matd3implementation icon matd3implementation

Code for the RL method MATD3 described in the paper "Reducing Overestimation Bias in Multi-Agent Domains Using Double Centralized Critics"

mfrl icon mfrl

Mean Field Multi-Agent Reinforcement Learning

moba_rl icon moba_rl

Deep Reinforcement Learning for Multiplayer Online Battle Arena

multiagent icon multiagent

Using RLLib and PycoLab to explore intelligent cooperative behavior in sequential social dilemmas

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"

ncc icon ncc

demo of multi-agent reinforcement learning algorithms, such as ATT-MADDPG and NCC-MARL.

ndq icon ndq

Codes accompanying the paper "Learning Nearly Decomposable Value Functions with Communication Minimization" (ICLR 2020)

neurcomm icon neurcomm

Code for multi-agent deep reinforcement learning for networked system control.

nsgzero icon nsgzero

Codes for "NSGZero: Efficiently Learning Non-Exploitable Policy in Large-Scale Network Security Games with Neural Monte Carlo Tree Search"

off-policy icon off-policy

PyTorch implementations of popular off-policy multi-agent reinforcement learning algorithms, including QMix, VDN, MADDPG, and MATD3.

on-policy icon on-policy

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

pdfdiff icon pdfdiff

Command-line tool to inspect the difference between (the text in) two PDF files

pettingzoo icon pettingzoo

A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities

pomfrl icon pomfrl

Code for partially observable MFRL paper accepted in AAMAS-2021

proper-interpretability icon proper-interpretability

Codes for reproducing the experimental results in "Proper Network Interpretability Helps Adversarial Robustness in Classification", published at ICML 2020

rmaddpg icon rmaddpg

ICML 2019 RL for Real Life Workshop: Recurrent MADDPG for Partially Observable and Limited Communication Settings

roma icon roma

Codes accompanying the paper "ROMA: Multi-Agent Reinforcement Learning with Emergent Roles" (ICML 2020 https://arxiv.org/abs/2003.08039)

sarnet icon sarnet

Code repository for SARNet: Learning Multi-Agent Communication through Structured Attentive Reasoning (NeurIPS 2020)

smarts icon smarts

Scalable Multi-Agent RL Training School for Autonomous Driving

sqddpg icon sqddpg

This is a framework for the research on multi-agent reinforcement learning and the implementation of the experiments in the paper titled by ''Shapley Q-value: A Local Reward Approach to Solve Global Reward Games''.

ssd icon ssd

Repo for reproduction of sequential social dilemmas

starcraft icon starcraft

Implementations of IQL, QMIX, VDN, COMA, QTRAN, MAVEN, CommNet, DyMA-CL, and G2ANet on SMAC, the decentralised micromanagement scenario of StarCraft II

tf2multiagentrl icon tf2multiagentrl

Clean implementation of Multi-Agent Reinforcement Learning methods (MADDPG, MATD3, MASAC, MAD4PG) in TensorFlow 2.x

tutorial4rl icon tutorial4rl

Tutorial4RL: Tutorial for Reinforcement Learning. 强化学习入门教程.

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