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2024 ICML ICML 2024

Towards Generalization beyond Pointwise Learning: A Unified Information-theoretic Perspective

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

Yuxin Dong, Tieliang Gong, Hong Chen, Zhongjiang He, Mengxiang Li, Shuangyong Song, Chen Li

Topics

Machine Learning > Learning Types > Self-Supervised Learning Machine Learning > Optimization & Theory > Learning Theory Deep Learning > Learning Types > Contrastive Learning

Keywords

contrastive learning information-theoretic bound generalization behavior gradient covariance analysis iterative learning algorithms noisy learning algorithms
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