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Javaid Saher

1 paper indexed

arxivcs.LG2026-07-06

Platonic Projection Structures: Operator-Induced Observability in Representation Learning

Kazuo Ishii, Bishnu Prasad Gautam, Jieling Wu, Javaid Saher

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 rep…

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