{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T07:22:40Z","timestamp":1774941760934,"version":"3.50.1"},"reference-count":29,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,6,26]],"date-time":"2022-06-26T00:00:00Z","timestamp":1656201600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,6,26]],"date-time":"2022-06-26T00:00:00Z","timestamp":1656201600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100000288","name":"Royal Society","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000288","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,6,26]]},"DOI":"10.1109\/isit50566.2022.9834474","type":"proceedings-article","created":{"date-parts":[[2022,8,3]],"date-time":"2022-08-03T15:34:22Z","timestamp":1659540862000},"page":"2481-2486","source":"Crossref","is-referenced-by-count":14,"title":["Tighter Expected Generalization Error Bounds via Convexity of Information Measures"],"prefix":"10.1109","author":[{"given":"Gholamali","family":"Aminian","sequence":"first","affiliation":[{"name":"University College London"}]},{"given":"Yuheng","family":"Bu","sequence":"additional","affiliation":[{"name":"Massachusetts Institute of Technology"}]},{"given":"Gregory W.","family":"Wornell","sequence":"additional","affiliation":[{"name":"Massachusetts Institute of Technology"}]},{"given":"Miguel R. D.","family":"Rodrigues","sequence":"additional","affiliation":[{"name":"University College London"}]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2021.3085190"},{"key":"ref11","article-title":"Jensen-Shannon information based characterization of the generalization error of learning algorithms","author":"aminian","year":"2020","journal-title":"2020 IEEE Information Theory Workshop (ITW)"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ITW.2018.8613445"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ISIT.2019.8849359"},{"key":"ref14","article-title":"Tighter expected generalization error bounds via Wasserstein distance","author":"g\u00e1lvez","year":"2021","journal-title":"Advances in neural information processing systems"},{"key":"ref15","first-page":"7234","article-title":"Chaining mutual information and tightening generalization bounds","author":"asadi","year":"2018","journal-title":"Advances in neural information processing systems"},{"key":"ref16","first-page":"1","article-title":"Chaining meets chain rule: Multilevel entropic regularization and training of neural networks","volume":"21","author":"asadi","year":"2020","journal-title":"Journal of Machine Learning Research"},{"key":"ref17","article-title":"Reasoning about generalization via conditional mutual information","author":"steinke","year":"2020","journal-title":"arXiv preprint arXiv 2001 09413"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2022.3144615"},{"key":"ref19","article-title":"Conditioning and processing: Techniques to improve information-theoretic generalization bounds","volume":"33","author":"hafez-kolahi","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-71050-9"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-011-5268-1"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2007.915715"},{"key":"ref3","first-page":"499","article-title":"Stability and generalization","volume":"2","author":"bousquet","year":"2002","journal-title":"Journal of Machine Learning Research"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2019.2945779"},{"key":"ref29","article-title":"Pac-bayes mini-tutorial: a continuous union bound","author":"van erven","year":"2014","journal-title":"arXiv preprint arXiv 1405 1580"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1023\/A:1021840411064"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JSAIT.2020.2991139"},{"key":"ref7","first-page":"2524","article-title":"Information-theoretic analysis of generalization capability of learning algorithms","author":"xu","year":"2017","journal-title":"Advances in neural information processing systems"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/72.788640"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ITW48936.2021.9611387"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1017\/9781108616799"},{"key":"ref20","article-title":"Sharpened generalization bounds based on conditional mutual information and an application to noisy, iterative algorithms","author":"haghifam","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.5730"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ISIT45174.2021.9517732"},{"key":"ref24","article-title":"An exact characterization of the generalization error for the Gibbs algorithm","volume":"34","author":"aminian","year":"2021","journal-title":"Advances in neural information processing systems"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3390\/e23101255"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/18.61115"},{"key":"ref25","first-page":"7","article-title":"Lecture notes on information theory","volume":"6","author":"polyanskiy","year":"2014","journal-title":"Lecture Notes for ECE563 (UIUC)"}],"event":{"name":"2022 IEEE International Symposium on Information Theory (ISIT)","location":"Espoo, Finland","start":{"date-parts":[[2022,6,26]]},"end":{"date-parts":[[2022,7,1]]}},"container-title":["2022 IEEE International Symposium on Information Theory (ISIT)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9834325\/9834269\/09834474.pdf?arnumber=9834474","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T20:35:40Z","timestamp":1773347740000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9834474\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,26]]},"references-count":29,"URL":"https:\/\/doi.org\/10.1109\/isit50566.2022.9834474","relation":{},"subject":[],"published":{"date-parts":[[2022,6,26]]}}}