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$\beta$-VAEs as Effective Theories: Tolerance-Dependent Dimension

arXiv cs.LG ↗ · 2026-08-12 Cached

This paper studies how β-VAEs act as effective theories where the KL weight acts as a spectral cutoff, and analyzes how nonlinear interactions and network depth affect the tolerance-dependent effective dimension of representations.

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#beta-vae

@drummatick: I owe my entire ML career to @lilianweng and her blogs Specially on beta-VAE. That blog changed the way I saw generativ…

X AI KOLs Timeline ↗ · 2026-05-20 Cached

A user credits Lilian Weng's blog on beta-VAE for their entire ML career, while another praises her technical blog Lil'Log as highly influential in AI engineering.

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