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Safe Multi-Agent Navigation via Constrained HJB-Informed Learning

eess.SY · 2025-06-27 · unverdicted · novelty 6.0

HJB-GNN uses constrained HJB analytical solutions to derive graph-dependent Lagrange multipliers for jointly learning GNN-parameterized control barrier functions, distributed navigation policies, and value functions in safe multi-agent navigation.

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  • Safe Multi-Agent Navigation via Constrained HJB-Informed Learning eess.SY · 2025-06-27 · unverdicted · none · ref 29

    HJB-GNN uses constrained HJB analytical solutions to derive graph-dependent Lagrange multipliers for jointly learning GNN-parameterized control barrier functions, distributed navigation policies, and value functions in safe multi-agent navigation.