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\n  \n 2025\n \n \n (3)\n \n \n
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\n \n\n \n \n \n \n \n \n Lower Bounds on the MMSE of Adversarially Inferring Sensitive Features.\n \n \n \n \n\n\n \n Welfert, M.; Stromberg, N.; Díaz, M.; and Sankar, L.\n\n\n \n\n\n\n CoRR, abs/2505.09004. 2025.\n \n\n\n\n
\n\n\n\n \n \n \"LowerPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n\n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\n
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@article{DBLP:journals/corr/abs-2505-09004,\n  author       = {Monica Welfert and\n                  Nathan Stromberg and\n                  Mario D{\\'{\\i}}az and\n                  Lalitha Sankar},\n  title        = {Lower Bounds on the {MMSE} of Adversarially Inferring Sensitive Features},\n  journal      = {CoRR},\n  volume       = {abs/2505.09004},\n  year         = {2025},\n  url          = {https://doi.org/10.48550/arXiv.2505.09004},\n  doi          = {10.48550/ARXIV.2505.09004},\n  eprinttype    = {arXiv},\n  eprint       = {2505.09004},\n  timestamp    = {Sun, 29 Jun 2025 01:00:00 +0200},\n  biburl       = {https://dblp.org/rec/journals/corr/abs-2505-09004.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 \n CORAL: Disentangling Latent Representations in Long-Tailed Diffusion.\n \n \n \n \n\n\n \n Rodriguez, E.; Welfert, M.; McDowell, S.; Stromberg, N.; Camarena, J. A.; and Sankar, L.\n\n\n \n\n\n\n CoRR, abs/2506.15933. 2025.\n \n\n\n\n
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@article{DBLP:journals/corr/abs-2506-15933,\n  author       = {Esther Rodriguez and\n                  Monica Welfert and\n                  Samuel McDowell and\n                  Nathan Stromberg and\n                  Julian Antolin Camarena and\n                  Lalitha Sankar},\n  title        = {{CORAL:} Disentangling Latent Representations in Long-Tailed Diffusion},\n  journal      = {CoRR},\n  volume       = {abs/2506.15933},\n  year         = {2025},\n  url          = {https://doi.org/10.48550/arXiv.2506.15933},\n  doi          = {10.48550/ARXIV.2506.15933},\n  eprinttype    = {arXiv},\n  eprint       = {2506.15933},\n  timestamp    = {Fri, 11 Jul 2025 01:00:00 +0200},\n  biburl       = {https://dblp.org/rec/journals/corr/abs-2506-15933.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 \n Thumb on the Scale: Optimal Loss Weighting in Last Layer Retraining.\n \n \n \n \n\n\n \n Stromberg, N.; Thrampoulidis, C.; and Sankar, L.\n\n\n \n\n\n\n CoRR, abs/2506.20025. 2025.\n \n\n\n\n
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@article{DBLP:journals/corr/abs-2506-20025,\n  author       = {Nathan Stromberg and\n                  Christos Thrampoulidis and\n                  Lalitha Sankar},\n  title        = {Thumb on the Scale: Optimal Loss Weighting in Last Layer Retraining},\n  journal      = {CoRR},\n  volume       = {abs/2506.20025},\n  year         = {2025},\n  url          = {https://doi.org/10.48550/arXiv.2506.20025},\n  doi          = {10.48550/ARXIV.2506.20025},\n  eprinttype    = {arXiv},\n  eprint       = {2506.20025},\n  timestamp    = {Fri, 11 Jul 2025 01:00:00 +0200},\n  biburl       = {https://dblp.org/rec/journals/corr/abs-2506-20025.bib},\n  bibsource    = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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\n  \n 2024\n \n \n (6)\n \n \n
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\n \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 \n\n\n\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 \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 \n\n\n\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 \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 \n\n\n\n
\n\n\n\n \n \n \"EnhancingPaper\n  \n \n\n \n\n \n link\n  \n \n\n bibtex\n \n\n \n\n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\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 \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 \n\n\n\n
\n\n\n\n \n \n \"RobustnessPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n\n \n  \n \n 2 downloads\n \n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\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 \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 \n\n\n\n
\n\n\n\n \n \n \"TheoreticalPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n\n \n  \n \n 3 downloads\n \n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\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 \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 \n\n\n\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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\n \n\n \n \n \n \n \n \n Smoothly Giving up: Robustness for Simple Models.\n \n \n \n \n\n\n \n Sypherd, T.; Stromberg, N.; Nock, R.; Berisha, V.; and Sankar, L.\n\n\n \n\n\n\n In Ruiz, F. J. R.; Dy, J. G.; and van de Meent, J., editor(s), International Conference on Artificial Intelligence and Statistics, 25-27 April 2023, Palau de Congressos, Valencia, Spain, volume 206, of Proceedings of Machine Learning Research, pages 5376–5410, 2023. PMLR\n \n\n\n\n
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@inproceedings{DBLP:conf/aistats/SypherdSNBS23,\n  author       = {Tyler Sypherd and\n                  Nathaniel Stromberg and\n                  Richard Nock and\n                  Visar Berisha and\n                  Lalitha Sankar},\n  editor       = {Francisco J. R. Ruiz and\n                  Jennifer G. Dy and\n                  Jan{-}Willem van de Meent},\n  title        = {Smoothly Giving up: Robustness for Simple Models},\n  booktitle    = {International Conference on Artificial Intelligence and Statistics,\n                  25-27 April 2023, Palau de Congressos, Valencia, Spain},\n  series       = {Proceedings of Machine Learning Research},\n  volume       = {206},\n  pages        = {5376--5410},\n  publisher    = {{PMLR}},\n  year         = {2023},\n  url          = {https://proceedings.mlr.press/v206/sypherd23a.html},\n  timestamp    = {Wed, 12 Jun 2024 01:00:00 +0200},\n  biburl       = {https://dblp.org/rec/conf/aistats/SypherdSNBS23.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 \n Smoothly Giving up: Robustness for Simple Models.\n \n \n \n \n\n\n \n Sypherd, T.; Stromberg, N.; Nock, R.; Berisha, V.; and Sankar, L.\n\n\n \n\n\n\n CoRR, abs/2302.09114. 2023.\n \n\n\n\n
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@article{DBLP:journals/corr/abs-2302-09114,\n  author       = {Tyler Sypherd and\n                  Nathan Stromberg and\n                  Richard Nock and\n                  Visar Berisha and\n                  Lalitha Sankar},\n  title        = {Smoothly Giving up: Robustness for Simple Models},\n  journal      = {CoRR},\n  volume       = {abs/2302.09114},\n  year         = {2023},\n  url          = {https://doi.org/10.48550/arXiv.2302.09114},\n  doi          = {10.48550/ARXIV.2302.09114},\n  eprinttype    = {arXiv},\n  eprint       = {2302.09114},\n  timestamp    = {Thu, 23 Feb 2023 00:00:00 +0100},\n  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-09114.bib},\n  bibsource    = {dblp computer science bibliography, https://dblp.org}\n}\n\n
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