Layer-Aware Analysis of Catastrophic Overfitting: Revealing the Pseudo-Robust Shortcut Dependency

Runqi Lin; Chaojian Yu; Bo Han; Hang Su; Tongliang Liu

2024 ICML ICML 2024

Layer-Aware Analysis of Catastrophic Overfitting: Revealing the Pseudo-Robust Shortcut Dependency

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

Authors

Runqi Lin, Chaojian Yu, Bo Han, Hang Su, Tongliang Liu

Topics

Artificial Intelligence > Core AI > Interpretability Machine Learning > Optimization & Theory > Optimization Deep Learning > Architectures > Neural Networks

Keywords

catastrophic overfitting decision boundaries single-step adversarial training adaptive weight perturbations layer-aware analysis pseudo-robust shortcuts

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