marl

There are 1 repository under marl topic.

rl
pytorch / rl
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
ai control decision-making distributed-computing machine-learning marl model-based-reinforcement-learning multi-agent-reinforcement-learning pytorch reinforcement-learning rl robotics torch
Language:Python 2212
instadeepai / Mava
🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX
jax marl multi-agent-reinforcement-learning multi-agent-systems multiagent reinforcement-learning research
Language:Python 700
hijkzzz / pymarl2
Fine-tuned MARL algorithms on SMAC (100% win rates on most scenarios)
marl smac starcraft sota reinforcement-learning
Language:Python 600
VectorizedMultiAgentSimulator
proroklab / VectorizedMultiAgentSimulator
VMAS is a vectorized differentiable simulator designed for efficient Multi-Agent Reinforcement Learning benchmarking. It is comprised of a vectorized 2D physics engine written in PyTorch and a set of challenging multi-robot scenarios. Additional scenarios can be implemented through a simple and modular interface.
gym gym-environment marl multi-agent multi-agent-learning multi-agent-reinforcement-learning multi-agent-simulation multi-agent-systems multi-robot multi-robot-framework multi-robot-sim multi-robot-simulator multi-robot-systems pytorch rllib simulator vectorization vectorized robotics simulation
Language:Python 311
TimeBreaker / MARL-papers-with-code
Multi-Agent Reinforcement Learning (MARL) papers with code
marl-papers marl-resources multiagent-reinforcement-learning marl
293
facebookresearch / BenchMARL
A collection of MARL benchmarks based on TorchRL
benchmark machine-learning marl multi-agent multi-agent-reinforcement-learning pytorch reinforcement-learning rl robotics torch
Language:Python 234
Cognitive-AI-Systems / pogema
POGEMA stands for Partially-Observable Grid Environment for Multiple Agents. This is a grid-based environment that was specifically designed to be flexible, tunable and scalable. It can be tailored to a variety of PO-MAPF settings.
reinforcement-learning gym-environment simulation pathfinding po-mapf marl mapf
Language:Python 209
TimeBreaker / Multi-Agent-Reinforcement-Learning-papers
Multi-Agent Reinforcement Learning (MARL) papers
multi-agent-learning multiagent-learning multiagent-reinforcement-learning marl
196
TimeBreaker / MARL-resources-collection
A Collection of Multi-Agent Reinforcement Learning (MARL) Resources
marl multiagent-reinforcement-learning multi-agent-learning multiagent-learning
194
ChuaCheowHuan / gym-continuousDoubleAuction
A custom MARL (multi-agent reinforcement learning) environment where multiple agents trade against one another (self-play) in a zero-sum continuous double auction. Ray [RLlib] is used for training.
multi-agent-reinforcement-learning gym-environment limit-order-book high-frequency-trading ray rllib market-microstructure financial-engineering self-play double-auction ppo zero-sum-games zero-sum quantitative-finance quantitative-trading marl n-player lstm
Language:Jupyter Notebook 138
hsvgbkhgbv / 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''.
reinforcement-learning multi-agent-reinforcement-learning framework policy-gradient openai-gym pytorch multiagent-reinforcement-learning sqddpg shapley-q-value marl multi-agent-rl
Language:Python 110
lich14 / CDS
[NeurIPS 2021] CDS achieves remarkable success in challenging benchmarks SMAC and GRF by balancing sharing and diversity.
marl reinforcement-learning
Language:Python 83
cyoon1729 / Multi-agent-reinforcement-learning
Implementation of Multi-Agent Reinforcement Learning algorithm(s). Currently includes: MADDPG
maddpg marl multiagent-reinforcement-learning pytorch pytorch-rl
Language:Python 63
AlirezaShamsoshoara / Reinforcement_Learning_Team_Q_learnig_MARL_Multi_Agent_UAV_Spectrum_task
A solution for Dynamic Spectrum Management in Mission-Critical UAV Networks using Team Q learning as a Multi-Agent Reinforcement Learning Approach
ai reinforcement-learning marl qlearning-algorithm multiagent-reinforcement-learning spectrum uav drone wildfire
Language:Python 61
AlirezaShamsoshoara / Multi-Independent-Agent-Reinforcement-Learning-UAV-Autonomous-Spectrum-QLearning
An Autonomous Spectrum Management Scheme for Unmanned Aerial Vehicle Networks in Disaster Relief Operations using Multi Independent Agent Reinforcement Learning
ai reinforcement-learning marl spectrum uav drone task wildfire qlearning-algorithm qlearning
Language:Python 58
instadeepai / marl-eval
A tool for aggregating and plotting MARL experiment data.
benchmarking experiment marl multi-agent-reinforcement-learning multi-agent-systems reinforcement-learning research evaluation
Language:Python 57
instadeepai / awesome-marl
A categorised list of Multi-Agent Reinforcemnt Learning (MARL) papers
awesome-list deep-learning marl multi-agent-reinforcement-learning papers reinforcement-learning
46
younggyoseo / pytorch-nfsp
Implementation of Deep Reinforcement Learning from Self-Play in Imperfect-Information Games (Heinrich and Silver, 2016)
nfsp marl
Language:Python 44
Ankur-Deka / Emergent-Multiagent-Strategies
Emergence of complex strategies through multiagent competition
multiagent-reinforcement-learning multiagent-systems robotics competitive marl
Language:Python 40
hsvgbkhgbv / shapley-q-learning
This repo is the implementation of paper ''SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning''.
multiagent-reinforcement-learning marl starcraft2 q-learning shapley-value interpretability
Language:Python 40
mahmoudtaouti / RL_Highway_Merge
applying multi-agent reinforcement learning for highway-merging autonomous vehicles
carla carla-simulator deep-learning multi-agent-reinforcement-learning reinforcement-learning sumo tensorflow traci highway-merge marl
Language:Python 40
xkiwilabs / Multi-Agent-DDPG-using-PTtorch-and-ML-Agents
A simple example of how to implement vector based DDPG for MARL tasks using PyTorch and a ML-Agents environment.
pytorch unity reinforcement-learning multiagent marl ml-agents ddpg
Language:Python 34
zhaozijie2022 / dynamic-coverage-control
无人机动态覆盖控制；1. 实现了一个无人机点覆盖环境；2. 给出了无人机连通保持规则；3. 给出了基于MARL的控制算法
marl pytorch dynamic-convergence mappo uav-swarm
Language:Python 33
longtermrisk / marltoolbox
A toolbox with the goal of speeding up research on bargaining in MARL (cooperation problems in MARL).
toolbox bargaining marl colab algorithm reinforcement-learning multiagent-reinforcement-learning cooperation cooperation-problems reinforcement-learning-algorithms
Language:Python 29
blavad / marl
Multi-agent reinforcement learning framework
marl multi-agent-reinforcement-learning deep-reinforcement-learning dqn-pytorch actor-critic ddpg-pytorch qlearning
Language:Python 28
bsarkar321 / madrona_rl_envs
Collection of RL Environments built using Madrona
marl rl simulation
Language:Python 23
jk96491 / PredatorPrey
Unity로 멀티 에이전트 강화학습(MARL) 수행하기 위한 프레임 워크 제공
marl unity-marl predatorprey mlagents unity3d unity3d-plugin multi-agent-reinforcement-learning unity
Language:C# 23
lshengjian / ep_sim
Electroplating simulation environment
gymnasium marl electroplating
Language:Python 20
Tviskaron / pogema-baselines
PPO and PyMARL baseline for Pogema environment
marl pathfinding ppo qmix reinforcement-learning
Language:Python 20
Wadaboa / flatland-challenge
Multi-agent reinforcement learning on trains, for Deep Learning class at UNIBO
flatland-challenge reinforcement-learning marl multi-agent mapf path-finding gnn graph-neural-networks
Language:TeX 20
dmitrykazhdan / MARLeME
General-purpose library for extracting interpretable models from Multi-Agent Reinforcement Learning systems
reinforcement-learning marl multi-agent-reinforcement-learning interpretability explainability model-extraction model-extractor open-ai open-ai-gym knowledge-extraction abstract-argumentation plug-and-play library reinforcement-learning-agent extracting-interpretable-models lime explanations rl xai
Language:C++ 19
Fzk1203 / MARL_UAV
This repository implements the proposed method from IEEE 2020 Paper Multi-Agent Reinforcement Learning Based Resource Allocation for UAV Networks
marl stochastic-game uav-communications
Language:Jupyter Notebook 18
SigmaRL
cas-lab-munich / SigmaRL
SigmaRL: A Sample-Efficient and Generalizable Multi-Agent Reinforcement Learning Framework for Motion Planning
connected-and-automated-vehicles motion-planning multi-agent-reinforcement-learning marl pytorch
Language:Python 15
Cognitive-AI-Systems / pogema-benchmark
This is an umbrella repository that contains links and information about all the tools and algorithms related to the POGEMA Benchmark.
marl multi-agent pathfinding pogema
Language:Python 15
IanRDavies / LeMOL
Experimenting with meta-learning approaches to opponent modelling in MARL. Building upon previous public implementations of MADDPG and M3DDPG.
marl multi-agent reinforcement-learning
Language:Python 14
proroklab / ControllingBehavioralDiversity
This repository contains the code for Diversity Control (DiCo), a novel method to constrain behavioral diversity in multi-agent reinforcement learning.
marl multi-agent-reinforcement-learning
Language:Python 12

marl

pytorch / rl

instadeepai / Mava

hijkzzz / pymarl2

proroklab / VectorizedMultiAgentSimulator

TimeBreaker / MARL-papers-with-code

facebookresearch / BenchMARL

Cognitive-AI-Systems / pogema

TimeBreaker / Multi-Agent-Reinforcement-Learning-papers

TimeBreaker / MARL-resources-collection

ChuaCheowHuan / gym-continuousDoubleAuction

hsvgbkhgbv / SQDDPG

lich14 / CDS

cyoon1729 / Multi-agent-reinforcement-learning

AlirezaShamsoshoara / Reinforcement_Learning_Team_Q_learnig_MARL_Multi_Agent_UAV_Spectrum_task

AlirezaShamsoshoara / Multi-Independent-Agent-Reinforcement-Learning-UAV-Autonomous-Spectrum-QLearning

instadeepai / marl-eval

instadeepai / awesome-marl

younggyoseo / pytorch-nfsp

Ankur-Deka / Emergent-Multiagent-Strategies

hsvgbkhgbv / shapley-q-learning

mahmoudtaouti / RL_Highway_Merge

xkiwilabs / Multi-Agent-DDPG-using-PTtorch-and-ML-Agents

zhaozijie2022 / dynamic-coverage-control

longtermrisk / marltoolbox

blavad / marl

bsarkar321 / madrona_rl_envs

jk96491 / PredatorPrey

lshengjian / ep_sim

Tviskaron / pogema-baselines

Wadaboa / flatland-challenge

dmitrykazhdan / MARLeME

Fzk1203 / MARL_UAV

cas-lab-munich / SigmaRL

Cognitive-AI-Systems / pogema-benchmark

IanRDavies / LeMOL

proroklab / ControllingBehavioralDiversity