3 papers
cs.MA2026
Forecast-Aware Cooperative Planning on Temporal Graphs under Stochastic Adversarial Risk
Manshi Limbu, Xuan Wang, Gregory J. Stein +2
Cooperative multi-robot missions often require teams of robots to traverse environments where traversal risk evolves due to adversary patrols or shifting hazards with stochastic dy…
cs.RO2026
Geometry-Aligned LLM Fine-Tuning for Sequential Narrow-Opening Planning
Al Jaber Mahmud, Xuan Wang
We study rigid-body motion planning through multiple sequential narrow openings, which requires long-horizon geometric reasoning because the configuration used to traverse an early…
cs.RO2025
CARoL: Context-aware Adaptation for Robot Learning
Zechen Hu, Tong Xu, Xuesu Xiao +1
Using Reinforcement Learning (RL) to learn new robotic tasks from scratch is often inefficient. Leveraging prior knowledge has the potential to significantly enhance learning effic…