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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