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cs.RO2026
Whose Is This?: Context-Aware Object Ownership Inference with Uncertainty-Guided Questioning
Saki Hashimoto, Akira Taniguchi, Shoichi Hasegawa +2
Service robots must infer object ownership to correctly interpret instructions such as "bring me my cup." However, ownership is a latent attribute that cannot be directly observed,…
cs.RO2026
On-Demand Human Assistance for Task Continuation under Physical Action Failures in LLM-based Planning
Shoichi Hasegawa, Akira Taniguchi, Lotfi El Hafi +2
While robot action planning based on large language models (LLMs) has advanced remarkably, continuing a task after a physical action failure during execution remains a key challeng…