{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,10,29]],"date-time":"2024-10-29T13:19:51Z","timestamp":1730207991656,"version":"3.28.0"},"reference-count":37,"publisher":"IEEE","license":[{"start":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T00:00:00Z","timestamp":1710288000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T00:00:00Z","timestamp":1710288000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,3,13]]},"DOI":"10.1109\/ciss59072.2024.10480186","type":"proceedings-article","created":{"date-parts":[[2024,4,2]],"date-time":"2024-04-02T18:37:13Z","timestamp":1712083033000},"page":"1-6","source":"Crossref","is-referenced-by-count":0,"title":["Strong Duality Relations in Nonconvex Risk-Constrained Learning"],"prefix":"10.1109","author":[{"given":"Dionysis","family":"Kalogerias","sequence":"first","affiliation":[{"name":"Yale University,Department of Electrical Engineering,New Haven,USA"}]},{"given":"Spyridon","family":"Pougkakiotis","sequence":"additional","affiliation":[{"name":"University of Dundee,School of Science and Engineering,Dundee,UK"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-018-0316-z"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.dcan.2017.10.002"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2017.2707326"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1177\/0278364918770733"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2017.49"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/2702123.2702520"},{"key":"ref7","first-page":"2990","article-title":"Group equivariant convolutional networks","volume-title":"Proceedings of The 33rd International Conference on Machine Learning","volume":"48","author":"Cohen"},{"key":"ref8","first-page":"1920","article-title":"Learning non-discriminatory predictors","volume-title":"Proceedings of the 2017 Conference on Learning Theory","volume":"65","author":"Woodworth"},{"key":"ref9","article-title":"Satisfying real-world goals with dataset constraints","volume-title":"Advances in Neural Information Processing Systems","volume":"29","author":"Goh"},{"article-title":"Towards deep learning models resistant to adversarial attacks","volume-title":"International Conference on Learning Representations","author":"Yang","key":"ref10"},{"key":"ref11","first-page":"34912","article-title":"Understanding robust learning through the lens of representation similarities","volume-title":"Advances in Neural Information Processing Systems","volume":"35","author":"Cianfarani"},{"key":"ref12","first-page":"22","article-title":"Constrained policy optimization","volume-title":"Proceedings of the 34th International Conference on Machine Learning","volume":"70","author":"Achiam"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CDC40024.2019.9029423"},{"key":"ref14","first-page":"5502","article-title":"A semantic loss function for deep learning with symbolic knowledge","volume-title":"Proceedings of the 35th International Conference on Machine Learning","volume":"80","author":"Xu"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10957-009-9523-6"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.06083"},{"key":"ref17","first-page":"6198","article-title":"Adversarial robustness with semi-infinite constrained learning","volume-title":"Advances in Neural Information Processing Systems","volume":"34","author":"Robey"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2022.3187948"},{"key":"ref19","first-page":"7472","article-title":"Theoretically principled trade-off between robustness and accuracy","volume-title":"Proceedings of the 36th International Conference on Machine Learning","volume":"97","author":"Zhang"},{"article-title":"Resilient constrained learning","year":"2023","author":"Hounie","key":"ref20"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-3264-1"},{"journal-title":"Vector Measures, American Mathematical Society, Providence, math. surv edition","year":"1977","author":"Diestel","key":"ref22"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611976595"},{"issue":"13","key":"ref24","first-page":"1","article-title":"A robust learning approach for regression models based on distributionally robust optimization","volume":"19","author":"Chen","year":"2018","journal-title":"Journal of Machine Learning Research"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1561\/2400000026"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1214\/20-AOS2004"},{"key":"ref27","first-page":"21860","article-title":"Boosted CVaR classification","volume-title":"Advances in Neural Information Processing Systems","volume":"34","author":"Zhai"},{"article-title":"Distributionally robust neural networks for group shifts: On the importance of regularization for worst-case generalization","volume-title":"International Conference on Learning Representations","author":"Sagawa","key":"ref28"},{"article-title":"Strong duality in risk-constrained nonconvex functional programming","year":"2023","author":"Kalogerias","key":"ref29"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2007.914876"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2010.2053897"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1186\/1687-1499-2012-272"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1287\/moor.1060.0204"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.spa.2004.03.004"},{"article-title":"Recursive optimization of convex risk measures: Mean-semideviation models","year":"2018","author":"Kalogerias","key":"ref35"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1090\/S0002-9939-1969-0264029-1"},{"volume-title":"Convex optimization theory","year":"2009","author":"Bertsekas","key":"ref37"}],"event":{"name":"2024 58th Annual Conference on Information Sciences and Systems (CISS)","start":{"date-parts":[[2024,3,13]]},"location":"Princeton, NJ, USA","end":{"date-parts":[[2024,3,15]]}},"container-title":["2024 58th Annual Conference on Information Sciences and Systems (CISS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10480156\/10480157\/10480186.pdf?arnumber=10480186","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,3]],"date-time":"2024-04-03T05:34:21Z","timestamp":1712122461000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10480186\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,3,13]]},"references-count":37,"URL":"https:\/\/doi.org\/10.1109\/ciss59072.2024.10480186","relation":{},"subject":[],"published":{"date-parts":[[2024,3,13]]}}}