Differential Geometry and Continuous Spatio-Temporal Flows in...

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2026-09-20 02:38:58 -

Differential Geometry and Continuous Spatio-Temporal Flows in Generative Video Architectures

1. Topological Formulations in Continuous Latent Video Dynamics The progression of synthetic media systems from frame-by-frame interpolation to continuous generative spacetime marks an essential inflection point in digital visual computing. Early deep learning video systems suffered from temporal flickering, spatial degradation, and structural incoherence because they modeled time as discrete...

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