Feature Contamination: Neural Networks Learn Uncorrelated Features and Fail to Generalize

Tianren Zhang; Chujie Zhao; Guanyu Chen; Yizhou Jiang; Feng Chen

2024 ICML ICML 2024

Feature Contamination: Neural Networks Learn Uncorrelated Features and Fail to Generalize

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

Tianren Zhang, Chujie Zhao, Guanyu Chen, Yizhou Jiang, Feng Chen

Topics

Machine Learning > Optimization & Theory > Learning Theory Machine Learning > Application Areas > Domain Adaptation Deep Learning > Learning Types > Representation Learning

Keywords

stochastic gradient descent distribution shift predictive feature two-layer relu network feature contamination uncorrelated features

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