Samadi, Samira

16 publications

TMLR 2025 Bridging Causality, Individual Fairness, and Adversarial Robustness in the Absence of Structural Causal Model Ahmad Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

NeurIPS 2025 Collective Counterfactual Explanations: Balancing Individual Goals and Collective Dynamics Ahmad Reza Ehyaei, Ali Shirali, Samira Samadi

AAAI 2025 Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

NeurIPS 2024 A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems Mohammad-Amin Charusaie, Samira Samadi

AAAI 2024 Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces Ahmad-Reza Ehyaei, Kiarash Mohammadi, Amir-Hossein Karimi, Samira Samadi, Golnoosh Farnadi

ICLRW 2024 Defer-and-Fusion: Optimal Predictors That Incorporate Human Decisions Mohammad-Amin Charusaie, Amirmehdi Jafari Fesharaki, Samira Samadi

ICML 2024 The Role of Learning Algorithms in Collective Action Omri Ben-Dov, Jake Fawkes, Samira Samadi, Amartya Sanyal

NeurIPS 2024 Wasserstein Distributionally Robust Optimization Through the Lens of Structural Causal Models and Individual Fairness Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

NeurIPSW 2023 Do Personality Tests Generalize to Large Language Models? Florian Dorner, Tom Sühr, Samira Samadi, Augustin Kelava

AISTATS 2022 Pairwise Fairness for Ordinal Regression Matthäus Kleindessner, Samira Samadi, Muhammad Bilal Zafar, Krishnaram Kenthapadi, Chris Russell

ICML 2022 Sample Efficient Learning of Predictors That Complement Humans Mohammad-Amin Charusaie, Hussein Mozannar, David Sontag, Samira Samadi

ICML 2019 Guarantees for Spectral Clustering with Fairness Constraints Matthäus Kleindessner, Samira Samadi, Pranjal Awasthi, Jamie Morgenstern

NeurIPS 2019 Multi-Criteria Dimensionality Reduction with Applications to Fairness Uthaipon Tantipongpipat, Samira Samadi, Mohit Singh, Jamie H Morgenstern, Santosh Vempala

NeurIPS 2018 The Price of Fair PCA: One Extra Dimension Samira Samadi, Uthaipon Tantipongpipat, Jamie H Morgenstern, Mohit Singh, Santosh Vempala

ALT 2016 Finding Meaningful Cluster Structure Amidst Background Noise Shrinu Kushagra, Samira Samadi, Shai Ben-David

COLT 2014 Near-Optimal Herding Nick Harvey, Samira Samadi