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Wilsonian Renormalization of Neural Network Field Theories

Zohar Ringel

Perimeter Institute for Theoretical Physics

· 90 minutes
Waterloo, ON, Canada

Abstract

Zohar Ringel of the Hebrew University of Jerusalem presents a renormalisation-group approach to deep learning based on neural-network field theories. The seminar examines scaling laws, the removal of non-learnable field modes, benign overfitting and open questions about feature learning. The confirmed Quantum Matter seminar takes place in the Bob Room at Perimeter Institute on 8 September 2026, from 15:30 to 17:00 Toronto time.

Topics

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