Planning Commitment of LLM under Partial Observability.

arXiv:2610.21108v2 Announce Type: replace Abstract: LLM-based planning agents commit to plans of different lengths before interacting with a partially observable environment. Some aggressively commit to a long plan based on assumptions about unobserved states,