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20182026
most citedNeural Tangent Kernel: Convergence and Generalization in Neural Networks

1.3k citations · 1.6k across the 25 of their papers we have counts for

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stat.ML2025

Deep Learning as a Convex Paradigm of Computation: Minimizing Circuit Size with ResNets

Arthur Jacot

This paper argues that DNNs implement a computational Occam's razor -- finding the `simplest' algorithm that fits the data -- and that this could explain their incredible and wide-…

cs.LG2025

Saddle-To-Saddle Dynamics in Deep ReLU Networks: Low-Rank Bias in the First Saddle Escape

Ioannis Bantzis, James B. Simon, Arthur Jacot

When a deep ReLU network is initialized with small weights, gradient descent (GD) is at first dominated by the saddle at the origin in parameter space. We study the so-called escap…