Beyond the Universal Law of Robustness: Sharper Laws for Random Features
and Neural Tangent Kernels

Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels

3 February 2023

Papers citing "Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels"

12 / 12 papers shown

Title
Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization Simone Bombari Marco Mondelli 106 0 0 03 Feb 2025
Infinite Width Limits of Self Supervised Neural Networks Maximilian Fleissner Gautham Govind Anil D. Ghoshdastidar SSL 112 0 0 17 Nov 2024
Towards Understanding the Word Sensitivity of Attention Layers: A Study via Random Features Simone Bombari Marco Mondelli 26 3 0 05 Feb 2024
No Free Prune: Information-Theoretic Barriers to Pruning at Initialization Tanishq Kumar Kevin Luo Mark Sellke 14 3 0 02 Feb 2024
1-Lipschitz Neural Networks are more expressive with N-Activations Bernd Prach Christoph H. Lampert AAML FAtt 6 0 0 10 Nov 2023
Upper and lower bounds for the Lipschitz constant of random neural networks Paul Geuchen Thomas Heindl Dominik Stöger Felix Voigtlaender AAML 14 0 0 02 Nov 2023
A Theory of Non-Linear Feature Learning with One Gradient Step in Two-Layer Neural Networks Behrad Moniri Donghwan Lee Hamed Hassani Edgar Dobriban MLT 16 19 0 11 Oct 2023
Theoretical Analysis of Robust Overfitting for Wide DNNs: An NTK Approach Shaopeng Fu Di Wang AAML 20 1 0 09 Oct 2023
How Spurious Features Are Memorized: Precise Analysis for Random and NTK Features Simone Bombari Marco Mondelli AAML 14 4 0 20 May 2023
Robustness in deep learning: The good (width), the bad (depth), and the ugly (initialization) Zhenyu Zhu Fanghui Liu Grigorios G. Chrysos V. Cevher 24 19 0 15 Sep 2022
Exploring Architectural Ingredients of Adversarially Robust Deep Neural Networks Hanxun Huang Yisen Wang S. Erfani Quanquan Gu James Bailey Xingjun Ma AAML TPM 44 100 0 07 Oct 2021
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 253 3,102 0 04 Nov 2016