Author

A. Yuille

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#artificial intelligence Feb 2026

A Very Big Video Reasoning Suite

The Very Big Video Reasoning (VBVR) Dataset is introduced, an unprecedentedly large-scale resource spanning 200 curated reasoning tasks following a principled taxonomy and over one million video clips, approximately three orders of magnitude larger than existing datasets.

Maijunxian Wang, Rui-Si Wang, Ju-Yi Lin et al. · arXiv.org · 28 citations · ⚡5

Jul 2026

Agentic-DPO: From Imitation to Agentic Policy Optimization on Expert Trajectories

This work proposes Agentic-DPO, a lightweight offline agent policy optimization method that turns expert trajectories into state-conditioned preference supervision, and introduces Policy-Preserving Augmentation (PPA), which renders the same latent trajectory under multiple schemas while keeping the expert policy fixed.

Yi-Xiong Chen, A. Yuille · arXiv.org · 3 citations