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CVPR 2026U North Carolina at Chapel Hill Adobe Research Purdue Adobe Systems Adobe Research Video-language models

StreamGaze: Gaze-Guided Temporal Reasoning and Proactive Understanding in Streaming Videos

StreamGaze introduces a benchmark for evaluating gaze-guided temporal and proactive reasoning in streaming videos, revealing large performance gaps between state-of-the-art MLLMs and humans.

Daeun Lee, Subhojyoti Mukherjee, Branislav Kveton, Ryan Rossi and 5 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 8 on Hugging Face · Code ★ 28

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it

lenient 5/5

medium 6/10

strict 1/5

Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion

Orthrus unifies autoregressive and diffusion views in transformers to enable lossless parallel token generation with up to 7.8x speedup and O(1) memory overhead.

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9/20 AI panelreviewers recommend it

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AI panel: 9 of 20 reviewers recommend it

lenient 4/5

medium 4/10

strict 1/5