Author

Kristen Grauman

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Jul 2026

Incentivizing Vision Language Models to Search for Long Video Question Answering

VSeek is introduced, an agentic framework that transforms long-video question answering (LVQA) from a passive, single-pass perception task into a multi-turn retrieval process and proposes a novel neuro-symbolic approach that bridges open-ended natural language with discrete visual verification.

Harsh Goel, S. Sharan, Sahil Shah et al. · arXiv.org · 1 citation

Predictive Structure Improves Video Diffusion Dynamics

Experiments show that LDO substantially improves physical commonsense, object permanence, and trajectory fidelity while preserving visual quality, suggesting that predictive latent supervision offers a practical route to make video generators not only photorealistic but also physically legible.

Lu-Jun Mi, Yujia Chen, Alex Dimakis et al. · 0 citations