Samira Samadi

According to our database1, Samira Samadi authored at least 21 papers between 2013 and 2024.

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Bibliography

2024
Online Decision Deferral under Budget Constraints.
CoRR, 2024

A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems.
CoRR, 2024

A Dynamic Model of Performative Human-ML Collaboration: Theory and Empirical Evidence.
CoRR, 2024

Collective Counterfactual Explanations via Optimal Transport.
CoRR, 2024

The Role of Learning Algorithms in Collective Action.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Do personality tests generalize to Large Language Models?
CoRR, 2023

Causal Fair Metric: Bridging Causality, Individual Fairness, and Adversarial Robustness.
CoRR, 2023

2022
Sample Efficient Learning of Predictors that Complement Humans.
Proceedings of the International Conference on Machine Learning, 2022

Pairwise Fairness for Ordinal Regression.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021
Socially Fair k-Means Clustering.
Proceedings of the FAccT '21: 2021 ACM Conference on Fairness, 2021

2020
Human Aspects of Machine Learning.
PhD thesis, 2020

Fair k-Means Clustering.
CoRR, 2020

2019
Fair Dimensionality Reduction and Iterative Rounding for SDPs.
CoRR, 2019

Multi-Criteria Dimensionality Reduction with Applications to Fairness.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Guarantees for Spectral Clustering with Fairness Constraints.
Proceedings of the 36th International Conference on Machine Learning, 2019

2018
The Price of Fair PCA: One Extra dimension.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Usability of Humanly Computable Passwords.
Proceedings of the Sixth AAAI Conference on Human Computation and Crowdsourcing, 2018

2016
Finding Meaningful Cluster Structure Amidst Background Noise.
Proceedings of the Algorithmic Learning Theory - 27th International Conference, 2016

2014
Near-Optimal Herding.
Proceedings of The 27th Conference on Learning Theory, 2014

2013
Submodular Welfare Maximization.
CoRR, 2013


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