Ahmad-Reza Ehyaei

According to our database, Ahmad-Reza Ehyaei authored at least 7 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Bridging Causality, Individual Fairness, and Adversarial Robustness in the Absence of Structural Causal Model.

Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

Trans. Mach. Learn. Res., 2025

Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport.

Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024

Collective Counterfactual Explanations via Optimal Transport.

Ahmad-Reza Ehyaei, Ali Shirali, Samira Samadi

CoRR, 2024

Wasserstein Distributionally Robust Optimization through the Lens of Structural Causal Models and Individual Fairness.

Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 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

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

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

Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

CoRR, 2023

Robustness Implies Fairness in Causal Algorithmic Recourse.

Ahmad-Reza Ehyaei, Amir-Hossein Karimi, Bernhard Schölkopf, Setareh Maghsudi

Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency, 2023