Karimi, Amir-Hossein

8 publications

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
ICML 2024 Prospector Heads: Generalized Feature Attribution for Large Models & Data Gautam Machiraju, Alexander Derry, Arjun D Desai, Neel Guha, Amir-Hossein Karimi, James Zou, Russ B Altman, Christopher Re, Parag Mallick
ICML 2023 On Data Manifolds Entailed by Structural Causal Models Ricardo Dominguez-Olmedo, Amir-Hossein Karimi, Georgios Arvanitidis, Bernhard Schölkopf
ICML 2023 On the Relationship Between Explanation and Prediction: A Causal View Amir-Hossein Karimi, Krikamol Muandet, Simon Kornblith, Bernhard Schölkopf, Been Kim
NeurIPSW 2023 On the Relationship Between Explanation and Prediction: A Causal View Amir-Hossein Karimi, Krikamol Muandet, Simon Kornblith, Bernhard Schölkopf, Been Kim
AAAI 2022 On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen, Amir-Hossein Karimi, Umang Bhatt, Isabel Valera, Adrian Weller, Bernhard Schölkopf
NeurIPS 2020 Algorithmic Recourse Under Imperfect Causal Knowledge: A Probabilistic Approach Amir-Hossein Karimi, Julius von Kügelgen, Bernhard Schölkopf, Isabel Valera
AISTATS 2020 Model-Agnostic Counterfactual Explanations for Consequential Decisions Amir-Hossein Karimi, Gilles Barthe, Borja Balle, Isabel Valera