Intelligent Systems


2024


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The Role of Learning Algorithms in Collective Action

Ben-Dov*, O., Fawkes*, J., Samadi, S., Sanyal, A.

Proceedings of the 41st International Conference on Machine Learning (ICML), 235, pages: 3443-3461, Proceedings of Machine Learning Research, (Editors: Salakhutdinov, Ruslan and Kolter, Zico and Heller, Katherine and Weller, Adrian and Oliver, Nuria and Scarlett, Jonathan and Berkenkamp, Felix), PMLR, July 2024, *equal contribution (conference)

link (url) [BibTex]

2024

link (url) [BibTex]

2022


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Hermite Polynomial Features for Private Data Generation

Vinaroz*, M., Charusaie*, M., Harder, F., Adamczewski, K., Park, M. J.

Proceedings of the 39th International Conference on Machine Learning (ICML), 162, pages: 22300-22324, Proceedings of Machine Learning Research, (Editors: Chaudhuri, Kamalika and Jegelka, Stefanie and Song, Le and Szepesvari, Csaba and Niu, Gang and Sabato, Sivan), PMLR, July 2022 (conference)

link (url) [BibTex]

2022

link (url) [BibTex]


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Sample Efficient Learning of Predictors that Complement Humans

Charusaie*, M., Mozannar*, H., Sontag, D., Samadi, S.

Proceedings of the 39th International Conference on Machine Learning (ICML), 162, pages: 2972-3005, Proceedings of Machine Learning Research , PMLR, 39th International Conference on Machine Learning (ICML 2022) , 2022 (conference)

link (url) [BibTex]

link (url) [BibTex]

2021


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Socially Fair k-Means Clustering

Mehrdad Ghadiri, S. S. S. V.

In ACM Conference on Fairness, Accountability, and Transparency, 2021 (inproceedings)

PDF Code Talk [BibTex]

2021

PDF Code Talk [BibTex]


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On the Compressibility of Affinely Singular Random Vectors

Charusaie, M., Rini, S., Amini, A.

On the Compressibility of Affinely Singular Random Vectors, pages: 2240-2245, 2020 (conference)

DOI [BibTex]

DOI [BibTex]

2019


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Multi-Criteria Dimensionality Reduction with Applications to Fairness

Uthaipon Tantipongpipat, S. S. M. S. J. M., Vempala, S.

In Conference on Neural Information Processing Systems, 2019 (inproceedings)

arXiv Code Press [BibTex]

2019

arXiv Code Press [BibTex]


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Guarantees for Spectral Clustering with Fairness Constraints

Matthäus Kleindessner, S. S. P. A., Morgenstern, J.

In International Conference on Machine Learning, 2019 (inproceedings)

pdf Code Poster Press [BibTex]

pdf Code Poster Press [BibTex]

2018


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Usability of Humanly Computable Passwords

Samira Samadi, S. V., Kalai, A. T.

In AAAI Conference on Human Computation and Crowdsourcing, 2018 (inproceedings)

pdf Press [BibTex]

2018

pdf Press [BibTex]


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The Price of Fair PCA: One Extra Dimension

Samira Samadi, U. T. J. M. M. S., Vempala, S.

In Conference on Neural Information Processing Systems, 2018 (inproceedings)

pdf Code` Press [BibTex]

pdf Code` Press [BibTex]

2014


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Near-Optimal Herding

Nicholas J. A. Harvey, , Samadi, S.

In Conference on Learning Theory, 2014 (inproceedings)

pdf Blog post [BibTex]

2014

pdf Blog post [BibTex]