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\n\n \n \n \n \n \n \n For Robust Worst-Group Accuracy, Ignore Group Annotations.\n \n \n \n \n\n\n \n Stromberg, N.; Ayyagari, R.; Welfert, M.; Koyejo, S.; Nock, R.; and Sankar, L.\n\n\n \n\n\n\n
Trans. Mach. Learn. Res., 2024. 2024.\n
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@article{DBLP:journals/tmlr/StrombergAWKNS24,\n author = {Nathan Stromberg and\n Rohan Ayyagari and\n Monica Welfert and\n Sanmi Koyejo and\n Richard Nock and\n Lalitha Sankar},\n title = {For Robust Worst-Group Accuracy, Ignore Group Annotations},\n journal = {Trans. Mach. Learn. Res.},\n volume = {2024},\n year = {2024},\n url = {https://openreview.net/forum?id=l8E68fD6yp},\n timestamp = {Tue, 17 Jun 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/tmlr/StrombergAWKNS24.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Theoretical Guarantees of Data Augmented Last Layer Retraining Methods.\n \n \n \n \n\n\n \n Welfert, M.; Stromberg, N.; and Sankar, L.\n\n\n \n\n\n\n In
IEEE International Symposium on Information Theory, ISIT 2024, Athens, Greece, July 7-12, 2024, pages 581–586, 2024. IEEE\n
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@inproceedings{DBLP:conf/isit/WelfertSS24,\n author = {Monica Welfert and\n Nathan Stromberg and\n Lalitha Sankar},\n title = {Theoretical Guarantees of Data Augmented Last Layer Retraining Methods},\n booktitle = {{IEEE} International Symposium on Information Theory, {ISIT} 2024,\n Athens, Greece, July 7-12, 2024},\n pages = {581--586},\n publisher = {{IEEE}},\n year = {2024},\n url = {https://doi.org/10.1109/ISIT57864.2024.10619333},\n doi = {10.1109/ISIT57864.2024.10619333},\n timestamp = {Fri, 11 Oct 2024 11:43:42 +0200},\n biburl = {https://dblp.org/rec/conf/isit/WelfertSS24.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Enhancing Robustness of Last Layer Two-Stage Fair Model Corrections.\n \n \n \n \n\n\n \n Stromberg, N.; Ayyagari, R.; Koyejo, S.; Nock, R.; and Sankar, L.\n\n\n \n\n\n\n In Globersons, A.; Mackey, L.; Belgrave, D.; Fan, A.; Paquet, U.; Tomczak, J. M.; and Zhang, C., editor(s),
Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024, 2024. \n
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@inproceedings{DBLP:conf/nips/StrombergAKNS24,\n author = {Nathan Stromberg and\n Rohan Ayyagari and\n Sanmi Koyejo and\n Richard Nock and\n Lalitha Sankar},\n editor = {Amir Globersons and\n Lester Mackey and\n Danielle Belgrave and\n Angela Fan and\n Ulrich Paquet and\n Jakub M. Tomczak and\n Cheng Zhang},\n title = {Enhancing Robustness of Last Layer Two-Stage Fair Model Corrections},\n booktitle = {Advances in Neural Information Processing Systems 38: Annual Conference\n on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver,\n BC, Canada, December 10 - 15, 2024},\n year = {2024},\n url = {http://papers.nips.cc/paper\\_files/paper/2024/hash/fba9133d7fa896ab9414ddd1a6b1ecbf-Abstract-Conference.html},\n timestamp = {Thu, 13 Feb 2025 00:00:00 +0100},\n biburl = {https://dblp.org/rec/conf/nips/StrombergAKNS24.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Robustness to Subpopulation Shift with Domain Label Noise via Regularized Annotation of Domains.\n \n \n \n \n\n\n \n Stromberg, N.; Ayyagari, R.; Welfert, M.; Koyejo, S.; and Sankar, L.\n\n\n \n\n\n\n
CoRR, abs/2402.11039. 2024.\n
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@article{DBLP:journals/corr/abs-2402-11039,\n author = {Nathan Stromberg and\n Rohan Ayyagari and\n Monica Welfert and\n Sanmi Koyejo and\n Lalitha Sankar},\n title = {Robustness to Subpopulation Shift with Domain Label Noise via Regularized\n Annotation of Domains},\n journal = {CoRR},\n volume = {abs/2402.11039},\n year = {2024},\n url = {https://doi.org/10.48550/arXiv.2402.11039},\n doi = {10.48550/ARXIV.2402.11039},\n eprinttype = {arXiv},\n eprint = {2402.11039},\n timestamp = {Mon, 26 Feb 2024 00:00:00 +0100},\n biburl = {https://dblp.org/rec/journals/corr/abs-2402-11039.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Theoretical Guarantees of Data Augmented Last Layer Retraining Methods.\n \n \n \n \n\n\n \n Welfert, M.; Stromberg, N.; and Sankar, L.\n\n\n \n\n\n\n
CoRR, abs/2405.05934. 2024.\n
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@article{DBLP:journals/corr/abs-2405-05934,\n author = {Monica Welfert and\n Nathan Stromberg and\n Lalitha Sankar},\n title = {Theoretical Guarantees of Data Augmented Last Layer Retraining Methods},\n journal = {CoRR},\n volume = {abs/2405.05934},\n year = {2024},\n url = {https://doi.org/10.48550/arXiv.2405.05934},\n doi = {10.48550/ARXIV.2405.05934},\n eprinttype = {arXiv},\n eprint = {2405.05934},\n timestamp = {Thu, 13 Jun 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2405-05934.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n\n \n \n \n \n \n \n Label Noise Robustness for Domain-Agnostic Fair Corrections via Nearest Neighbors Label Spreading.\n \n \n \n \n\n\n \n Stromberg, N.; Ayyagari, R.; Koyejo, S.; Nock, R.; and Sankar, L.\n\n\n \n\n\n\n
CoRR, abs/2406.09561. 2024.\n
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@article{DBLP:journals/corr/abs-2406-09561,\n author = {Nathan Stromberg and\n Rohan Ayyagari and\n Sanmi Koyejo and\n Richard Nock and\n Lalitha Sankar},\n title = {Label Noise Robustness for Domain-Agnostic Fair Corrections via Nearest\n Neighbors Label Spreading},\n journal = {CoRR},\n volume = {abs/2406.09561},\n year = {2024},\n url = {https://doi.org/10.48550/arXiv.2406.09561},\n doi = {10.48550/ARXIV.2406.09561},\n eprinttype = {arXiv},\n eprint = {2406.09561},\n timestamp = {Wed, 10 Jul 2024 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2406-09561.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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