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Jun-Qin Wang

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#artificial intelligence Preprint Aug 2026

Representation Learning with Quantum Signal Processing

This work establishes quantum signal processing (QSP) as a solvable quantum model of the representation-learning regime, and proves a sparse-data guarantee for the full nonlinear gradient flow without freezing or ensemble-averaging the kernel.

Jun-Qin Wang, Jun-Yu Liu · 0 citations