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Dan Roberts's picture
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Dan Roberts

danintheory
21world's profile picture
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https://danintheory.com
  • danintheory
  • danintheory

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authored 9 papers over 1 year ago

Robust Learning with Jacobian Regularization

Paper • 1908.02729 • Published Aug 7, 2019

The Principles of Deep Learning Theory

Paper • 2106.10165 • Published Jun 18, 2021

SGD Implicitly Regularizes Generalization Error

Paper • 2104.04874 • Published Apr 10, 2021

Topological Obstructions to Autoencoding

Paper • 2102.08380 • Published Feb 16, 2021

Why is AI hard and Physics simple?

Paper • 2104.00008 • Published Mar 31, 2021

A Solvable Model of Neural Scaling Laws

Paper • 2210.16859 • Published Oct 30, 2022

Feature Learning and Generalization in Deep Networks with Orthogonal Weights

Paper • 2310.07765 • Published Oct 11, 2023

Gradient Descent Happens in a Tiny Subspace

Paper • 1812.04754 • Published Dec 12, 2018

The Unreasonable Ineffectiveness of the Deeper Layers

Paper • 2403.17887 • Published Mar 26, 2024 • 82
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