On the (Non-)Robustness of Two-Layer Neural Networks in Different Learning Regimes

22 March 2022

Papers citing "On the (Non-)Robustness of Two-Layer Neural Networks in Different Learning Regimes"

8 / 8 papers shown

Title
Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization Simone Bombari Marco Mondelli 113 0 0 03 Feb 2025
Towards Understanding the Word Sensitivity of Attention Layers: A Study via Random Features Simone Bombari Marco Mondelli 31 3 0 05 Feb 2024
How Spurious Features Are Memorized: Precise Analysis for Random and NTK Features Simone Bombari Marco Mondelli AAML 19 4 0 20 May 2023
The Double-Edged Sword of Implicit Bias: Generalization vs. Robustness in ReLU Networks Spencer Frei Gal Vardi Peter L. Bartlett Nathan Srebro 32 17 0 02 Mar 2023
Adversarial Examples Exist in Two-Layer ReLU Networks for Low Dimensional Linear Subspaces Odelia Melamed Gilad Yehudai Gal Vardi GAN 13 1 0 01 Mar 2023
Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels Simone Bombari Shayan Kiyani Marco Mondelli AAML 18 10 0 03 Feb 2023
Robustness in deep learning: The good (width), the bad (depth), and the ugly (initialization) Zhenyu Zhu Fanghui Liu Grigorios G. Chrysos V. Cevher 35 19 0 15 Sep 2022
Salient Skin Lesion Segmentation via Dilated Scale-Wise Feature Fusion Network Pourya Shamsolmoali Masoumeh Zareapoor Eric Granger Huiyu Zhou MedIm 16 2 0 20 May 2022