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114 Publications
2022 | Journal Article | IST-REx-ID: 10802 | 
Konstantinov NH, Lampert C. Fairness-aware PAC learning from corrupted data. Journal of Machine Learning Research. 2022;23:1-60.
[Published Version]
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| arXiv
2022 | Conference Paper | IST-REx-ID: 13241 |
Konstantinov NH, Lampert C. On the impossibility of fairness-aware learning from corrupted data. In: Proceedings of Machine Learning Research. Vol 171. ML Research Press; 2022:59-83.
[Preprint]
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| arXiv
2022 | Thesis | IST-REx-ID: 10799 |
Konstantinov NH. Robustness and fairness in machine learning. 2022. doi:10.15479/at:ista:10799
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| DOI
2021 | Conference Paper | IST-REx-ID: 9210 |
Volhejn V, Lampert C. Does SGD implicitly optimize for smoothness? In: 42nd German Conference on Pattern Recognition. Vol 12544. LNCS. Springer; 2021:246-259. doi:10.1007/978-3-030-71278-5_18
[Submitted Version]
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2021 | Conference Paper | IST-REx-ID: 9416 |
Phuong M, Lampert C. The inductive bias of ReLU networks on orthogonally separable data. In: 9th International Conference on Learning Representations. ; 2021.
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