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cs.LG2024
Probability Distribution Learning and Its Application in Deep Learning
Binchuan Qi, Wei Gong, Li Li
Despite its empirical success, deep learning still lacks a comprehensive theoretical understanding of model fitting and generalization. This paper proposes the probability distribu…
cs.LG2024
Error Bounds of Supervised Classification from Information-Theoretic Perspective
Binchuan Qi
In this paper, we explore bounds on the expected risk when using deep neural networks for supervised classification from an information theoretic perspective. Firstly, we introduce…