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hj5717's Projects

cia icon cia

[AAAI 2023 Oral] Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition

commsurvey icon commsurvey

This is the repository for the collection of surveys and reviews in communication and networking domains.

masa-qmix icon masa-qmix

Codes for paper of 'Solving job scheduling problems in a resource preemption environment with multi-agent reinforcement learning'

off-policy icon off-policy

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

pymarl3 icon pymarl3

We extend pymarl2 to pymarl3, equipping the MARL algorithms with permutation invariance and permutation equivariance properties. The enhanced algorithm achieves 100% win rates on SMAC-V1 and superior performance on SMAC-V2.

pymarl_transformers icon pymarl_transformers

Official repository of the paper TransfQMix: Transformers for Leveraging the Graph Structure of Multi-Agent Reinforcement Learning Problems (AAMAS 2023)

shapley-q-learning icon shapley-q-learning

This repo is the implementation of paper ''SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning''.

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