A Critical Review of Communications in Multi-Robot Systems
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Abstract (arXiv)
Purpose of Review. This review summarizes the broad roles that communication formats and technologies have played in enabling multi-robot systems. We approach this field from two perspectives: of robotic applications that need communication capabilities in order to accomplish tasks, and of networking technologies that have enabled newer and more advanced multi-robot systems. Recent Findings. Through this review, we identify a dearth of work that holistically tackles the problem of co-design and co-optimization of robots and the networks they employ. We also highlight the role that data-driven and machine learning approaches play in evolving communication pipelines for multi-robot systems. In particular, we refer to recent work that diverges from hand-designed communication patterns, and also discuss the "sim-to-real" gap in this context. Summary. We present a critical view of the way robotic algorithms and their networking systems have evolved, and make the case for a more synergistic approach. Finally, we also identify four broad Open Problems for research and development, while offering a data-driven perspective for solving some of them.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Jun 2022.
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Citing papers per year: 2024: 6; 2025: 5; 2026: 5.
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- 2025Large Language Models for Multi-Robot Systems: A Surveycited by 26
- 2024Work Smarter Not Harder: Simple Imitation Learning with CS-PIBT Outperforms Large Scale Imitation Learning for MAPFcited by 10
- 2024RecNet: An Invertible Point Cloud Encoding through Range Image Embeddings for Multi-Robot Map Sharing and Reconstructioncited by 6
- 2024The Synergy Between Optimal Transport Theory and Multi-Agent Reinforcement Learningcited by 5
- 2024Semantic-Aware Remote Estimation of Multiple Markov Sources Under Constraintscited by 5
- 20244CNet: A Diffusion Approach to Map Prediction for Decentralized Multi-Robot Explorationcited by 3
- 2025Heterogeneous Robot Collaboration in Unstructured Environments with Grounded Generative Intelligencecited by 3
- 2025Multi-Robot Task Allocation for Homogeneous Tasks with Collision Avoidance via Spatial Clusteringcited by 1
- 2024Efficient Incremental Belief Updates Using Weighted Virtual Observationscited by 0
- 2025Multi-source Plume Tracing via Multi-Agent Reinforcement Learningcited by 0
- 2025Regret Lower Bounds for Decentralized Multi-Agent Stochastic Shortest Path Problemscited by 0
- 2026Acting on the Unseen: Communication-Free Collaborative Filtering for Decentralized Multi-Robot Task Allocationcited by 0
4 more
- 2026Resource-Efficient Distributed Recursive Gaussian Processescited by 0
- 2026Attention-based Hierarchical Variational Information Bottleneck for Robust Multi-Agent Communication under Variable Bandwidthcited by 0
- 2026Embodied Semantic Communication for Collective Autonomous Agents: A Tutorial on Representation, Wireless Delivery, and Closed-Loop Coordinationcited by 0
- 2026Semantic Map Sharing and Capability-Aware Coverage Planning for AI-Native 6G Robotic Coordinationcited by 0
- 2026Semantic Map Sharing and Capability-Aware Coverage Planning for AI-Native 6G Robotic Coordination29 Sep 2026
- 2026Embodied Semantic Communication for Collective Autonomous Agents: A Tutorial on Representation, Wireless Delivery, and Closed-Loop Coordination28 Sep 2026
- 2026Attention-based Hierarchical Variational Information Bottleneck for Robust Multi-Agent Communication under Variable Bandwidth28 Sep 2026
- 2026Resource-Efficient Distributed Recursive Gaussian Processes22 Sep 2026
- 2026Acting on the Unseen: Communication-Free Collaborative Filtering for Decentralized Multi-Robot Task Allocation25 May 2026
- 2025Regret Lower Bounds for Decentralized Multi-Agent Stochastic Shortest Path Problems6 Nov 2025
- 2025Heterogeneous Robot Collaboration in Unstructured Environments with Grounded Generative Intelligence30 Oct 2025
- 2025Multi-Robot Task Allocation for Homogeneous Tasks with Collision Avoidance via Spatial Clustering15 May 2025
- 2025Multi-source Plume Tracing via Multi-Agent Reinforcement Learning12 May 2025
- 2025Large Language Models for Multi-Robot Systems: A Survey6 Feb 2025
- 2024Work Smarter Not Harder: Simple Imitation Learning with CS-PIBT Outperforms Large Scale Imitation Learning for MAPF22 Sep 2024
- 2024Semantic-Aware Remote Estimation of Multiple Markov Sources Under Constraints25 Mar 2024
4 more
- 20244CNet: A Diffusion Approach to Map Prediction for Decentralized Multi-Robot Exploration27 Feb 2024
- 2024Efficient Incremental Belief Updates Using Weighted Virtual Observations10 Feb 2024
- 2024RecNet: An Invertible Point Cloud Encoding through Range Image Embeddings for Multi-Robot Map Sharing and Reconstruction3 Feb 2024
- 2024The Synergy Between Optimal Transport Theory and Multi-Agent Reinforcement Learning18 Jan 2024
- 2025Large Language Models for Multi-Robot Systems: A Surveycited by 26
- 2024RecNet: An Invertible Point Cloud Encoding through Range Image Embeddings for Multi-Robot Map Sharing and Reconstructioncited by 6
- 2024The Synergy Between Optimal Transport Theory and Multi-Agent Reinforcement Learningcited by 5
- 2024Semantic-Aware Remote Estimation of Multiple Markov Sources Under Constraintscited by 5
- 2025Multi-Robot Task Allocation for Homogeneous Tasks with Collision Avoidance via Spatial Clusteringcited by 1
- 2024Efficient Incremental Belief Updates Using Weighted Virtual Observationscited by 0
- 2025Multi-source Plume Tracing via Multi-Agent Reinforcement Learningcited by 0
- 2025Regret Lower Bounds for Decentralized Multi-Agent Stochastic Shortest Path Problemscited by 0
- 2026Acting on the Unseen: Communication-Free Collaborative Filtering for Decentralized Multi-Robot Task Allocationcited by 0
- 2026Resource-Efficient Distributed Recursive Gaussian Processescited by 0
- 2026Attention-based Hierarchical Variational Information Bottleneck for Robust Multi-Agent Communication under Variable Bandwidthcited by 0
- 2026Embodied Semantic Communication for Collective Autonomous Agents: A Tutorial on Representation, Wireless Delivery, and Closed-Loop Coordinationcited by 0
12 most cited of 13 All 13 (JSON)
- 2026Semantic Map Sharing and Capability-Aware Coverage Planning for AI-Native 6G Robotic Coordination29 Sep 2026
- 2026Embodied Semantic Communication for Collective Autonomous Agents: A Tutorial on Representation, Wireless Delivery, and Closed-Loop Coordination28 Sep 2026
- 2026Attention-based Hierarchical Variational Information Bottleneck for Robust Multi-Agent Communication under Variable Bandwidth28 Sep 2026
- 2026Resource-Efficient Distributed Recursive Gaussian Processes22 Sep 2026
- 2026Acting on the Unseen: Communication-Free Collaborative Filtering for Decentralized Multi-Robot Task Allocation25 May 2026
- 2025Regret Lower Bounds for Decentralized Multi-Agent Stochastic Shortest Path Problems6 Nov 2025
- 2025Multi-Robot Task Allocation for Homogeneous Tasks with Collision Avoidance via Spatial Clustering15 May 2025
- 2025Multi-source Plume Tracing via Multi-Agent Reinforcement Learning12 May 2025
- 2025Large Language Models for Multi-Robot Systems: A Survey6 Feb 2025
- 2024Semantic-Aware Remote Estimation of Multiple Markov Sources Under Constraints25 Mar 2024
- 2024Efficient Incremental Belief Updates Using Weighted Virtual Observations10 Feb 2024
- 2024RecNet: An Invertible Point Cloud Encoding through Range Image Embeddings for Multi-Robot Map Sharing and Reconstruction3 Feb 2024
12 newest of 13 All 13 (JSON)