VideoEvolve: Co-Evolving Memory and Retrieval for Long Video Understanding.

arXiv:2610.10183v1 Announce Type: cross Abstract: Long video understanding increasingly relies on external memory to organize massive visual streams into compact representations. However, most memory-based methods dynamically adapt how information is retrieved