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cs.RO2024
The Trembling-Hand Problem for LTLf Planning
Pian Yu, Shufang Zhu, Giuseppe De Giacomo +2
Consider an agent acting to achieve its temporal goal, but with a "trembling hand". In this case, the agent may mistakenly instruct, with a certain (typically small) probability, a…
cs.RO2024
Safe POMDP Online Planning among Dynamic Agents via Adaptive Conformal Prediction
Shili Sheng, Pian Yu, David Parker +2
Online planning for partially observable Markov decision processes (POMDPs) provides efficient techniques for robot decision-making under uncertainty. However, existing methods fal…