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awesome-marl-engineering
A (very subjective) curated list of Safe Multi-agent Reinforcement Learning resources
https://github.com/cor3bit/awesome-marl-engineering
Last synced: 3 days ago
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MARL
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Books
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Algorithms for Decision Making
- Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations - Brown
- Multi-Agent Coordination: A Reinforcement Learning Approach
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
- Distributed Optimization-Based Control of Multi-Agent Networks in Complex Environments
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Papers (survey)
- Multi-agent deep reinforcement learning: a survey
- Multi-agent Reinforcement Learning: An Overview
- Multi-agent deep reinforcement learning: a survey
- A Survey of Multi-Agent Reinforcement Learning with Communication
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
- Multi-agent deep reinforcement learning: a survey
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Papers (research)
- QTRAN: Learning to Factorize with Transformation for Cooperative Multi-Agent Reinforcement Learning
- Multiagent Cooperation and Competition with Deep Reinforcement Learning
- Value-Decomposition Networks For Cooperative Multi-Agent Learning
- QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning
- QPLEX: Duplex Dueling Multi-Agent Q-Learning
- Counterfactual Multi-Agent Policy Gradients
- Distributed Multi-Agent Reinforcement Learning by Actor-Critic Method
- Learning to Communicate with Deep Multi-Agent Reinforcement Learning
- Learning Multiagent Communication with Backpropagation
- TarMAC: Targeted Multi-Agent Communication
- Learning to Ground Multi-Agent Communication with Autoencoders
- Differentially Private and Communication Efficient Collaborative Learning
- Distributed Q-Learning for Dynamically Decoupled Systems
- D3PI: Data-Driven Distributed Policy Iteration for Homogeneous Interconnected Systems
- Data-Driven Distributed Optimal Consensus Control for Unknown Multiagent Systems With Input-Delay
- Distributed Q-Learning with State Tracking for Multi-agent Networked Control
- Distributed Adaptive Linear Quadratic Control using Distributed Reinforcement Learning
- Distributed Linear-Quadratic Control with Graph Neural Networks
- Distributed Nonlinear Model Predictive Control for Connected Autonomous Electric Vehicles Platoon with Distance-Dependent Air Drag Formulation
- Learning Distributed Stabilizing Controllers for Multi-Agent Systems
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Preliminaries
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Engineering
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Building Multi-agent Environments
- Multi-Agent Learning Environments
- PettingZoo Neurips'21 paper
- PettingZoo Documentation
- Ray Multi-Agent and Hierarchical Environments
- ma-gym - marl](https://github.com/koulanurag/minimal-marl), set of baselines for vanilla MARL problems by Anurag Koul
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Related awesome lists
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Building Multi-agent Environments
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Programming Languages
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