Joint Latent Reasoning and Observation for Agentic Video Understanding.

arXiv:2610.35229v2 Announce Type: replace-cross Abstract: Effective video agents must learn not only how to answer, but also where to look next. Transferring this capability to smaller models is challenging because each observation serves two purposes: support