multi-agent-reinforcement-learning

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

翻译 - 用于多主体强化学习的体育馆

API gym multi-agent-reinforcement-learning reinforcement-learning multiagent-reinforcement-learning

Python 2.8 k

6 天前

pytorch / rl

#计算机科学#A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

人工智能 control decision-making distributed-computing 机器学习 marl model-based-reinforcement-learning multi-agent-reinforcement-learning PyTorch reinforcement-learning rl Robotics torch

Python 2.59 k

2 天前

starry-sky6688 / MARL-Algorithms

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

multi-agent-reinforcement-learning deep-reinforcement-learning reinforcement-learning

Python 1.53 k

3 年前

Farama-Foundation / chatarena

#自然语言处理#ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.

large-language-models multi-agent 自然语言处理 multi-agent-reinforcement-learning multi-agent-simulation 人工智能 Python ChatGPT gpt-4

Python 1.42 k

9 个月前

salesforce / ai-economist

Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcemen...

翻译 - Foundation是一个灵活，模块化且可组合的框架，用于与代理商和政府一起对社会经济行为和动态进行建模。该框架可与AI学习者（https://www.einstein.ai/the-ai-economist）所做的强化学习一起使用，以学习最佳的经济政策。

人工智能机器学习 multi-agent multi-agent-reinforcement-learning deep-reinforcement-learning reinforcement-learning-environments simulation-framework Python economics

Python 1.06 k

2 年前

Replicable-MARL / MARLlib

One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

multi-agent-reinforcement-learning ray rllib PyTorch deep-reinforcement-learning

Python 987

3 个月前

microsoft / maro

Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.

reinforcement-learning multi-agent-reinforcement-learning multi-agent simulator operations-research inventory-management logistics raas agent Docker finance

Python 872

1 年前

instadeepai / Mava

🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX

翻译 - 多智能体强化学习组件和系统库

research multi-agent-reinforcement-learning multi-agent-systems multiagent marl reinforcement-learning jax

Python 776

1 天前

agi-brain / xuance

XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

multi-agent-reinforcement-learning reinforcement-learning decision-making PyTorch tensorflow2 atari mujoco a2c ddpg dqn starcraft2 google-research-football ppo

Python 774

7 天前

OpenRL-Lab / openrl

#大语言模型#Unified Reinforcement Learning Framework

google-research-football gym multi-agent-reinforcement-learning PyTorch reinforcement-learning Robotics autodrive embodied-ai game-ai atari mujoco 大语言模型

Python 697

6 个月前

AgileRL / AgileRL

#计算机科学#Streamlining reinforcement learning with RLOps. State-of-the-art RL algorithms and tools.

reinforcement-learning deep-reinforcement-learning 深度学习 evolutionary-algorithms 机器学习 PyTorch gym Python training mlops hyperparameter-optimization hyperparameter-tuning multi-agent multi-agent-reinforcement-learning automl distributed

Python 689

2 天前

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 ...

gym gym-environment marl multi-agent multi-agent-learning multi-agent-reinforcement-learning multi-agent-simulation multi-agent-systems PyTorch rllib simulator vectorization vectorized Robotics Simulation

Python 396

13 天前

facebookresearch / BenchMARL

#计算机科学#A collection of MARL benchmarks based on TorchRL

benchmark 机器学习 marl multi-agent multi-agent-reinforcement-learning PyTorch reinforcement-learning rl Robotics torch

Python 355

13 天前

minqi / learning-to-communicate-pytorch

#计算机科学#Learning to Communicate with Deep Multi-Agent Reinforcement Learning in PyTorch

rl reinforcement-learning deep-reinforcement-learning multi-agent-reinforcement-learning multi-agent-systems 深度学习 deepmind emergent-behavior recurrent-neural-networks dqn

Python 350

6 年前

praveen-palanisamy / macad-gym

Multi-Agent Connected Autonomous Driving (MACAD) Gym environments for Deep RL. Code for the paper presented in the Machine Learning for Autonomous Driving Workshop at NeurIPS 2019:

multi-agent-reinforcement-learning autonomous-driving carla gym-environments deep-reinforcement-learning carla-simulator

Python 348

2 年前

semitable / robotic-warehouse

Multi-Robot Warehouse (RWARE): A multi-agent reinforcement learning environment

reinforcement-learning Robotics Simulation environment multi-agent-systems multi-agent-reinforcement-learning multi-agent

Python 348

6 个月前

philtabor / Multi-Agent-Deep-Deterministic-Policy-Gradients

A Pytorch implementation of the multi agent deep deterministic policy gradients (MADDPG) algorithm

reinforcement-learning multi-agent-reinforcement-learning deep-reinforcement-learning actor-critic-algorithm

Python 330

4 年前

accel-brain / accel-brain-code

#计算机科学#The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics...