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cs.AI2026
Solving Robust POMDPs with Omega-regular Objectives via Partially Observable Stochastic Games
Durgam Latha, Dion Reji, S. Akshay +3
Robust POMDPs (RPOMDPs) generalize classical POMDPs to the setting where exact transition probabilities are not known -- rather, they are only known to belong to some uncertainty s…
cs.AI2024★ 1 cited
Integrating Explanations in Learning LTL Specifications from Demonstrations
Ashutosh Gupta, John Komp, Abhay Singh Rajput +3
This paper investigates whether recent advances in Large Language Models (LLMs) can assist in translating human explanations into a format that can robustly support learning Linear…