From the 1 of 5 linked papers with an AI index.
5 papers
Information-Theoretic Adaptive Cooling for Deterministic MPPI via Entropy Feedback
Shuqi Wang, Wenrong Sun, Tao Han +2
The paper introduces an adaptive cooling scheme for deterministic Model Predictive Path Integral (MPPI) control that uses the Shannon entropy of importance weights as feedback to a…
Signal Temporal Logic Motion Planning via Graphs of Convex Sets
Yu Chen, Ancheng Hou, Mingyang Feng +2
This paper investigates continuous-time motion planning under Signal Temporal Logic (STL) specifications. The goal is to generate smooth robot trajectories that satisfy high-level…
STEAM: A Training-Free Congestion-Aware Enhancement Framework for Decentralized Multi-Agent Path Finding
Mingyang Feng, Mengnuo Zhang, Shaoyuan Li +1
We propose STEAM (Spatial, Temporal, and Emergent congestion Awareness for MAPF), a training-free test-time enhancement framework for learning-based decentralized Multi-Agent Path…
Chance-Constrained Neural MPC under Uncontrollable Agents via Sequential Convex Programming
Shuqi Wang, Mingyang Feng, Yu Chen +2
This work investigates the challenge of ensuring safety guarantees in the presence of uncontrollable agents, whose behaviors are stochastic and depend on both their own and the sys…
RRT*former: Environment-Aware Sampling-Based Motion Planning using Transformer
Mingyang Feng, Shaoyuan Li, Xiang Yin
We investigate the sampling-based optimal path planning problem for robotics in complex and dynamic environments. Most existing sampling-based algorithms neglect environmental info…