Learning Spatiotemporal Sensitivity in Video LLMs via Counterfactual Reinforcement Learning.

arXiv:2605.21988v2 Announce Type: replace-cross Abstract: Video large language models (Video LLMs) can achieve strong video-QA accuracy without reliably tracking spatiotemporal dynamics. A model may answer a motion question from static cues, for example, and g