Keep It Simple: Multi-Key Episodic Memory Retrieval for Ultra-Long Video Understanding.

arXiv:2608.07663v2 Announce Type: replace-cross Abstract: When videos extend from hours to days, directly processing them end-to-end becomes impractical for current Multi-modal Large Language Models (MLLMs). This ultra-long setting necessitates a two-stage par