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IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams
IPIBench evaluates interactive proactive intelligence of MLLMs on continuous video streams, revealing unstable proactive triggering and weak reactive-proactive coordination, while IPI-Agent improves both via temporal gating.
Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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14/20 AI panelreviewers recommend it
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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 1/5