Stochastic chaining and strengthened information-theoretic generalization bounds

Author:

Zhou RuidaORCID,Tian ChaoORCID,Liu Tie

Publisher

Elsevier BV

Subject

Applied Mathematics,Computer Networks and Communications,Signal Processing,Control and Systems Engineering

Reference24 articles.

1. Understanding deep learning requires rethinking generalization;Zhang,2017

2. Chaining mutual information and tightening generalization bounds;Asadi,2018

3. Successive refinement of information: characterization of the achievable rates;Rimoldi;IEEE Trans. Inf. Theory,1994

4. Successive refinement of information;Equitz;IEEE Trans. Inf. Theory,1991

5. Information-theoretic analysis of generalization capability of learning algorithms;Xu,2017

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