Jinyeong Lim

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

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 key challenge is delayed evidence: decisive cues may appear briefly, yet many subsequent updates occur before the query…