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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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1 result for “PCA-Net”
Operator learning with PCA-Net: upper and lower complexity boundscs.LG

PCA-Net combines PCA and neural networks for operator approximation, with new bounds on complexity.

problem Developing approximation theory for PCA-Net architecture.
method Combines PCA and neural networks, derives universal approximation results and lower bounds on complexity.
result PCA-Net can overcome the curse of parametric complexity for specific operators.
PCA-Netoperator learningneural networksapproximation theorylower bounds
2023-03-28abs ↗pdf ↗