Author

C. Sminchisescu

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Preprint Sep 2026

Generalist Open-World Temporal Perception

This paper articulates an alternative and complementary paradigm: perception and synthesis as distinct conditionings within a shared Generalist Open-World Temporal Perception Architecture (GOWTPA), positioning generalist temporal perception as a potential foundation layer for broader multimodal intelligence and physica...

C. Sminchisescu · 0 citations

Preprint Jul 2026

Video Generation Models are General-Purpose Vision Learners

GenCeption is introduced, which leverages a pre-trained video generative diffusion backbone to define a feed-forward perception model, capable of performing various vision tasks steered by text instructions, and suggests that video generation is not merely a synthesis tool, but a foundational path toward generalist vis...

Letian Wang, Chuhan Zhang, Rishabh Kabra et al. · 6 citations