What Should a Streaming Video Model Remember?

arXiv:2606.16353v2 Announce Type: replace-cross Abstract: Streaming video understanding models must answer queries at any moment during an ongoing stream, using only what they have observed so far and under fixed memory and computation budgets. Existing method