Omni-Decision: Evidence-Ledger Planning for Omni-Modal Agents.

arXiv:2607.11433v3 Announce Type: replace Abstract: Omni-modal agents must seek evidence across video, audio, web pages, and computation to answer questions. Their main bottleneck is planning: noisy multimodal observations accumulate in conversation history an