ProtoKV: Streaming Video Understanding under Delayed Query with Summary-State Memory

Le Tu Ngoc Minh, Jinyeong Lim, Dongsu Han

Streaming video understanding (SVU) must answer queries that arrive asynchronously while visual tokens stream continuously under strict GPU-memory and query-time latency budgets. A…