Enhancing Long-Video VLM Embeddings with Query-Aware Streaming Latent Reasoning.

arXiv:2610.04864v1 Announce Type: cross Abstract: Long-video embedding requires capturing sparse query-relevant evidence under a limited visual-token budget. Uniform sampling can miss brief events in videos spanning minutes or hours, whereas encoding more fram