Ahmad-Reza Ehyaei

12 papers A* 3Journal 8Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
Bridging Causality, Individual Fairness, and Adversarial Robustness in the Absence of Structural Causal Model.
Trans. Mach. Learn. Res.
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi
2025 A* conf
Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport.
AAAI
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi
2025 J jnl
Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport.
CoRR
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi
2025 J jnl
From Fragile to Certified: Wasserstein Audits of Group Fairness Under Distribution Shift.
CoRR
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi
2025 J jnl
Wasserstein Distributionally Robust Optimization Through the Lens of Structural Causal Models and Individual Fairness.
CoRR
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi
2024 A* conf
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces.
AAAI
Ahmad-Reza Ehyaei, Kiarash Mohammadi, Amir-Hossein Karimi, Samira Samadi, Golnoosh Farnadi
2024 J jnl
Collective Counterfactual Explanations via Optimal Transport.
CoRR
Ahmad-Reza Ehyaei, Ali Shirali, Samira Samadi
2024 A* conf
Wasserstein Distributionally Robust Optimization through the Lens of Structural Causal Models and Individual Fairness.
NeurIPS
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi
2023 J jnl
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces.
CoRR
Ahmad-Reza Ehyaei, Kiarash Mohammadi, Amir-Hossein Karimi, Samira Samadi, Golnoosh Farnadi
2023 J jnl
Causal Fair Metric: Bridging Causality, Individual Fairness, and Adversarial Robustness.
CoRR
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi
2023 — conf
Robustness Implies Fairness in Causal Algorithmic Recourse.
FAccT
Ahmad-Reza Ehyaei, Amir-Hossein Karimi, Bernhard Schölkopf, Setareh Maghsudi
2023 J jnl
Robustness Implies Fairness in Causal Algorithmic Recourse.
CoRR
Ahmad-Reza Ehyaei, Amir-Hossein Karimi, Bernhard Schölkopf, Setareh Maghsudi