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Ze-Yu Chen

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#machine learning Preprint Sep 2026

Symmetry Discovery in Quantum Learning: Observable-Level and Task-Level Inference from Finite Measurements

Symmetry reduces the capacity of a quantum learning model, but the imposed group must match both the measured information and the label transformation. We establish a finite-measurement theory for inferring this group from candidate transformations. The central structural result identifies observable-invisible transfor...

Ze-Yu Chen · 0 citations

Preprint Sep 2026

Statistical Symmetry Release for Equivariant Quantum Learning

Together, these results turn symmetry relaxation into a statistically justified model-selection decision and connect global signal detection to local, loss-dependent improvement.

Ze-Yu Chen · 1 citation · ⚡1