Author

Shuo Li

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Preprint Aug 2026

A Forward-Inverse Dynamic Game Framework for Enhanced Multi-Agent Trajectory Planning

A KL-regularized dynamic game with a state-dependent weight that adaptively balances optimality and behavioral priors is proposed for multi-agent trajectory planning in nonlinear dynamical systems with unknown agents'objectives and state-dependent inter-agent coupling.

Tianle Liu, Youcheng Niu, Jing Zeng et al. · 0 citations

Preprint Sep 2026

VLM-MPPI: Grounding Natural Language in Behaviorally Diverse Trajectories for Aerial Navigation

We present a hierarchical UAV navigation framework that aligns natural-language intent with dynamically feasible flight behaviors in cluttered indoor environments. To bridge the gap between abstract semantics and low-level control, we employ a parallelized ensemble of six behavior-conditioned Model Predictive Path Inte...

Hanbing Zhang, Fang-Guo Zhao, Ze-Rui Li et al. · 0 citations