EMMA: Event-Driven Multimodal Memory System with Multi-Agent Retrieval.

arXiv:2610.23892v1 Announce Type: cross Abstract: Long video understanding requires reasoning over hours of content that far exceed the context window of multimodal large language models (MLLMs). Existing approaches compress video into fixed-length clips, yet