Chaining Mutual Information and Tightening Generalization Bounds

11 June 2018

Papers citing "Chaining Mutual Information and Tightening Generalization Bounds"

9 / 9 papers shown

Title
Information-Theoretic Generalization Bounds for Deep Neural Networks Haiyun He Christina Lee Yu 75 5 0 04 Apr 2024
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications Huayi Tang Yong Liu 83 1 0 08 Nov 2023
To understand deep learning we need to understand kernel learning M. Belkin Siyuan Ma Soumik Mandal 37 414 0 05 Feb 2018
Generalization Error Bounds for Noisy, Iterative Algorithms Ankit Pensia Varun Jog Po-Ling Loh 61 110 0 12 Jan 2018
Generalization in Deep Learning Kenji Kawaguchi L. Kaelbling Yoshua Bengio ODL 69 459 0 16 Oct 2017
Learners that Use Little Information Raef Bassily Shay Moran Ido Nachum Jonathan Shafer Amir Yehudayoff 15 3 0 14 Oct 2017
Information-theoretic analysis of generalization capability of learning algorithms Aolin Xu Maxim Raginsky 103 442 0 22 May 2017
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 257 4,612 0 10 Nov 2016
How much does your data exploration overfit? Controlling bias via information usage D. Russo James Zou 29 189 0 16 Nov 2015