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outail benhadid

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#diffusion models Open access Oct 2026

The Latent Physicist: How AI Video Generation Models Behave as Implicit Topological Solvers When Constrained by Formal Logic

This technical deposit provides empirical evidence that state-of-the-art AI video generation models (including architectures from Runway, Luma, OpenAI, and Google) do not merely render aesthetic pixels. They function as implicit topological solvers and latent physicists. To test this, we subjected these models to a rig...

outail benhadid · 0 citations
#protein folding Open access Oct 2026

V3 Architecture: A Deterministic Computational Framework Based on Seven Absolute Invariants, a 50-Step Calculation Trajectory, and Multidisciplinary Applications

This deposit presents the complete V3 Architecture, a unified theoretical framework that replaces statistical estimation and empirical approximation with sequential deterministic calculation and formally proven invariants. The V3 Architecture rests on seven absolute invariants:1. Volumetric density: 1026.0 kg/m³ (the a...

outail benhadid · 0 citations

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