2026
QueryStream: Advancing Streaming Video Understanding with Query-Aware Pruning and Proactive Response
ICLR 2026poster
The increasing demand for real-time interaction in online video scenarios necessitates a new class of efficient streaming video understanding models. However, existing approaches often rely on a flawed, query-agnostic ``change-is-important'' principle, which conflates visual dynamics with semantic r…