Multi-Agent Reinforcement Learning (MARL) papers with code

GNNET2021

A Physics-embedded deep Learning framework for PBS cloth animation (keep updating new features!)

Research Project with the goal of developing a reinforcement learning agent that can intelligently distribute network traffic across multiple tunnels, optimizing for user preference, cost, and netw…

RL-AFEC: Adaptive Forward Error Correction for Real-time Video Communication Based on Reinforcement Learning

Mitigating Routing Update Overhead for Traffic Engineering by Combining Destination-based Routing with Reinforcement Learning

YATES (Yet Another Traffic Engineering System)

Mitigating Routing Update Overhead for Traffic Engineering by Combining Destination-based Routing with Reinforcement Learning

CFR-RL: Traffic Engineering with Reinforcement Learning in SDN

A dataset of network topology, including the nodes/edges features and traffic matrices.

推荐系统入门教程，在线阅读地址：https://datawhalechina.github.io/fun-rec/

IQL, QMIX, VDN, COMA, QTRAN (QTRAN-Base and QTRAN-Alt), MAVEN, CommNet, DYMA-Cl, G2ANet, and MADDPG

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

MARL for Autonomous Vehicles

Code for our paper: Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation

RSTutorials: A Curated List of Must-read Papers on Recommender System.

Using RL to route packets.

a q-learning algorithms on packet routing.

⏰ Collaboratively track deadlines of conferences recommended by CCF (Website, Python Cli, Wechat Applet) / If you find it useful, please star this project, thanks~

A recent research work on MARL

Code for NeurIPS paper "Self-Organized Group for Cooperative Multi-agentReinforcement Learning".

Codes for Paper "Delay-Aware Multi-Agent Reinforcement Learning".

An educational resource to help anyone learn deep reinforcement learning.

demo of multi-agent reinforcement learning algorithms, such as ATT-MADDPG (Modelling the Dynamic Joint Policy of Teammates with Attention Multi-Agent DDPG) and NCC-MARL (Neighborhood Cognition Cons…

Packet Routing Simulator for Multi-Agent Reinforcement Learning

final project for cpe 400, implemented a q-learning and SARSA routing protocol for a network simulator