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Kazuo Ishii

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#machine learning Open access Jul 2026

Platonic Projection Structures: Operator-Induced Observability in Representation Learning

We characterize observability in representation learning through Platonic Projection Structures (PPS), an operator-theoretic framework for analyzing representation accessibility under partial observation. Rather than treating observable outputs as direct reflections of latent representations, PPS models observation as...

Kazuo Ishii, B. Gautam, Jie-Ling Wu et al. · 0 citations

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