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On the Fairness of Causal Algorithmic Recourse


Oct 14, 2020
Julius von Kügelgen, Umang Bhatt, Amir-Hossein Karimi, Isabel Valera, Adrian Weller, Bernhard Schölkopf


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Scaling Guarantees for Nearest Counterfactual Explanations


Oct 10, 2020
Kiarash Mohammadi, Amir-Hossein Karimi, Gilles Barthe, Isabel Valera


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A survey of algorithmic recourse: definitions, formulations, solutions, and prospects


Oct 08, 2020
Amir-Hossein Karimi, Gilles Barthe, Bernhard Schölkopf, Isabel Valera


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Algorithmic recourse under imperfect causal knowledge: a probabilistic approach


Jun 16, 2020
Amir-Hossein Karimi, Julius von Kügelgen, Bernhard Schölkopf, Isabel Valera


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Algorithmic Recourse: from Counterfactual Explanations to Interventions


Feb 28, 2020
Amir-Hossein Karimi, Bernhard Schölkopf, Isabel Valera


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Model-Agnostic Counterfactual Explanations for Consequential Decisions


May 28, 2019
Amir-Hossein Karimi, Gilles Barthe, Borja Balle, Isabel Valera


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Deep Variational Sufficient Dimensionality Reduction


Dec 18, 2018
Ershad Banijamali, Amir-Hossein Karimi, Ali Ghodsi


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SRP: Efficient class-aware embedding learning for large-scale data via supervised random projections


Nov 07, 2018
Amir-Hossein Karimi, Alexander Wong, Ali Ghodsi


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JADE: Joint Autoencoders for Dis-Entanglement


Nov 24, 2017
Ershad Banijamali, Amir-Hossein Karimi, Alexander Wong, Ali Ghodsi

* 5 pages 

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A Summary Of The Kernel Matrix, And How To Learn It Effectively Using Semidefinite Programming


Sep 18, 2017
Amir-Hossein Karimi

* Independent study / summary, 20 pages total (14 pages main body, 6 pages appendices and proofs) 

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Key-Value Memory Networks for Directly Reading Documents


Oct 10, 2016
Alexander Miller, Adam Fisch, Jesse Dodge, Amir-Hossein Karimi, Antoine Bordes, Jason Weston


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