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Shan-Qing Liu

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#machine learning Preprint Oct 2026

A Transformer-based Approach for Real-time Multi-agent Path Planning with Varying Initial/Final Conditions

We address the problem of real-time multi-agent path planning under prescribed initial and final configurations, formulated as a high-dimensional optimal control problem subject to inter-agent collision avoidance and obstacle constraints. Classical solvers based on the Hamilton--Jacobi--Bellman equation or Pontryagin's...

Qian Zhang, Shan-Qing Liu, Jérôme Darbon et al. · 0 citations

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