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117 Publications

2022 |Published| Conference Paper | IST-REx-ID: 12161 | OA
Tomaszewska P, Lampert C. Lightweight conditional model extrapolation for streaming data under class-prior shift. In: 26th International Conference on Pattern Recognition. Vol 2022. Institute of Electrical and Electronics Engineers; 2022:2128-2134. doi:10.1109/icpr56361.2022.9956195
[Preprint] View | DOI | Download Preprint (ext.) | WoS | arXiv
 
2022 |Published| Conference Paper | IST-REx-ID: 12299 | OA
Iofinova EB, Peste E-A, Kurtz M, Alistarh D-A. How well do sparse ImageNet models transfer? In: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition. Institute of Electrical and Electronics Engineers; 2022:12256-12266. doi:10.1109/cvpr52688.2022.01195
[Preprint] View | Files available | DOI | Download Preprint (ext.) | WoS | arXiv
 
2022 |Published| Journal Article | IST-REx-ID: 10802 | OA
Konstantinov NH, Lampert C. Fairness-aware PAC learning from corrupted data. Journal of Machine Learning Research. 2022;23:1-60.
[Published Version] View | Files available | arXiv
 
2022 |Published| Conference Paper | IST-REx-ID: 13241 | OA
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] View | Files available | Download Preprint (ext.) | arXiv
 
2022 |Published| Thesis | IST-REx-ID: 10799 | OA
Konstantinov NH. Robustness and fairness in machine learning. 2022. doi:10.15479/at:ista:10799
[Published Version] View | Files available | DOI
 

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