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Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects

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January 1, 2025
Published Date

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Correlated Market Trend: Adaptive Learning

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Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects

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openalex.org › research concept
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Reinforcement learning-based control for autonomous vehicle trajectory tracking under coupled physical-cyber disturbances

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Multiagent Dynamic Task Allocation Based on Graph Neural Reinforcement Learning Algorithm

Abstract Multi-agent dynamic task allocation (MADTA) for UAV swarm and autonomous systems remains a formidable challenge in highly uncertain and stochastic environments, where conventional reinforc...

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Dynamic federated multi-agent planning under partial observability and network instability for real-time edge applications

Abstract In recent years, the proliferation of autonomous systems at the edge—including robotic swarms, autonomous vehicles, and intelligent sensor networks—has highlighted the urgent need for resi...

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MULTI-UAV COORDINATED PATH PLANNING USING A MULTI-AGENT SOFT ACTOR-CRITIC ALGORITHM

This work considers the issue of multi-agent coordination path planning for multiple UAVs with different properties working in a dynamic and uncertain environment. In order to resolve the stated pr...

Frequently Asked Questions (FAQ)

Curated market intelligence mapped to this research.

What is the core focus of the research titled 'Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects'?

This literature focuses on:

Are there open-source GitHub repositories related to Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects?

Yes, open-source projects like THU-MAIC/OpenMAIC (Open Multi-Agent Interactive Classroom — Get an immersive, multi-agent learning experience in just one click) are actively building upon these concepts.

Which startups are commercializing the technology behind Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects?

Products like Padel Chess are bringing this to market. Their focus is: Padel tactics learning app.

What other academic literature is closely related to 'Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects'?

Yes, highly correlated activity was mapped. An entry titled 'Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects' discusses this: No description provided.

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Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

  • GitHub
    THU-MAIC/OpenMAIC
    Open Multi-Agent Interactive Classroom — Get an immersive, multi-ag...
  • GitHub
    nikmcfly/MiroFish-Offline
    Offline multi-agent simulation & prediction engine. English fork of...
  • Product Hunt
    Padel Chess
    Padel tactics learning app
  • Product Hunt
    BAND
    Coordinate and govern multi-agent work in a single chat

Associated Media Narrative