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hep-ph2023★ 1 cited
Scaling Laws in Jet Classification
Joshua Batson, Yonatan Kahn
We demonstrate the emergence of scaling laws in the benchmark top versus QCD jet classification problem in collider physics. Six distinct physically-motivated classifiers exhibit p…
cs.LG2023
Feature Learning and Generalization in Deep Networks with Orthogonal Weights
Hannah Day, Yonatan Kahn, Daniel A. Roberts
Fully-connected deep neural networks with weights initialized from independent Gaussian distributions can be tuned to criticality, which prevents the exponential growth or decay of…