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Preprint Oct 2026

Orbia: Do Generated Videos Form a Consistent 3D World?

Video generators serve as interactive worlds for exploration and simulation, yet realistic and visually appealing frames do not necessarily depict a consistent 3D world. Existing benchmarks assess selected geometric properties or use vision-language models to judge memory and consistency, leaving systematic 3D evaluati...

Dong-Yue Lu, Guian Fang, Hur Lim et al. · 0 citations

Online Learning-to-Defer with Varying Experts

An online multiclass L2D algorithm that combines queried-action bandit feedback with a dynamically varying pool of experts is introduced that achieves expected true-deferral regret under a concentrated-score condition.

Duy Hoang Dang, Yannis Montreuil, Maxime Meyer et al. · 5 citations

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