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2023

Karimi, Amir-Hossein; Barthe, Gilles; Schölkopf, Bernhard; Valera, Isabel

A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations Journal Article

In: ACM Comput. Surv., vol. 55, no. 5, pp. 95:1–95:29, 2023.

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

Robustness Implies Fairness in Causal Algorithmic Recourse Journal Article

In: CoRR, vol. abs/2302.03465, 2023.

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Akbari, Masoud; Karimi, Amir-Hossein; Saeedi, Tayyebeh; Saeidi, Zeinab; Ghezelbash, Kiana; Shamsezat, Fatemeh; Akbari, Mohammad; Mohades, Ali

A Persian Benchmark for Joint Intent Detection and Slot Filling Journal Article

In: CoRR, vol. abs/2303.00408, 2023.

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2022

Karimi, Mohammad Reza; Karimi, Amir-Hossein; Abolmaali, Shamsozoha; Sadeghi, Mehdi; Schmitz, Ulf

Prospects and challenges of cancer systems medicine: from genes to disease networks Journal Article

In: Briefings Bioinform., vol. 23, no. 1, 2022.

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Karimi, Amir-Hossein; Mirian, Seyed Farshad; Mahmoudi, Farshid; Geraily, Ghazale; Vega-Carrillo, Héctor René; Mohiuddin, Majid

Feasibility of 18-MV grid therapy from radiation protection aspects: unwanted dose and fatal cancer risk caused by photoneutrons and scattered photons Journal Article

In: Comput. Methods Programs Biomed., vol. 213, pp. 106524, 2022.

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Karimi, Amir-Hossein; Muandet, Krikamol; Kornblith, Simon; Schölkopf, Bernhard; Kim, Been

On the Relationship Between Explanation and Prediction: A Causal View Journal Article

In: CoRR, vol. abs/2212.06925, 2022.

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Kügelgen, Julius; Karimi, Amir-Hossein; Bhatt, Umang; Valera, Isabel; Weller, Adrian; Schölkopf, Bernhard

On the Fairness of Causal Algorithmic Recourse Proceedings Article

In: Thirty-Sixth AAAI Conference on Artificial Intelligence, AAAI 2022, Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence, IAAI 2022, The Twelveth Symposium on Educational Advances in Artificial Intelligence, EAAI 2022 Virtual Event, February 22 - March 1, 2022, pp. 9584–9594, AAAI Press, 2022.

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2021

Karimi, Amir-Hossein; Ripani, Luigia; Georgiou, Tryphon T.

Statistical Learning in Wasserstein Space Journal Article

In: IEEE Control. Syst. Lett., vol. 5, no. 3, pp. 899–904, 2021.

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Mohammadi, Kiarash; Karimi, Amir-Hossein; Barthe, Gilles; Valera, Isabel

Scaling Guarantees for Nearest Counterfactual Explanations Proceedings Article

In: Fourcade, Marion; Kuipers, Benjamin; Lazar, Seth; Mulligan, Deirdre K. (Ed.): AIES '21: AAAI/ACM Conference on AI, Ethics, and Society, Virtual Event, USA, May 19-21, 2021, pp. 177–187, ACM, 2021.

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Karimi, Amir-Hossein; Schölkopf, Bernhard; Valera, Isabel

Algorithmic Recourse: from Counterfactual Explanations to Interventions Proceedings Article

In: Elish, Madeleine Clare; Isaac, William; Zemel, Richard S. (Ed.): FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency, Virtual Event / Toronto, Canada, March 3-10, 2021, pp. 353–362, ACM, 2021.

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Karimi, Amir-Hossein; Georgiou, Tryphon T.

Regression analysis of distributional data through Multi-Marginal Optimal transport Journal Article

In: CoRR, vol. abs/2106.15031, 2021.

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Dominguez-Olmedo, Ricardo; Karimi, Amir-Hossein; Schölkopf, Bernhard

On the Adversarial Robustness of Causal Algorithmic Recourse Journal Article

In: CoRR, vol. abs/2112.11313, 2021.

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Karimi, Amir-Hossein; Georgiou, Tryphon T.

The Challenge of Small Data: Dynamic Mode Decomposition, Redux Journal Article

In: CoRR, vol. abs/2104.04005, 2021.

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2020

Karimi, Amir-Hossein; Barthe, Gilles; Balle, Borja; Valera, Isabel

Model-Agnostic Counterfactual Explanations for Consequential Decisions Proceedings Article

In: Chiappa, Silvia; Calandra, Roberto (Ed.): The 23rd International Conference on Artificial Intelligence and Statistics, AISTATS 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy], pp. 895–905, PMLR, 2020.

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Karimi, Amir-Hossein; Kügelgen, Bodo Julius; Schölkopf, Bernhard; Valera, Isabel

Algorithmic recourse under imperfect causal knowledge: a probabilistic approach Proceedings Article

In: Larochelle, Hugo; Ranzato, Marc'Aurelio; Hadsell, Raia; Balcan, Maria-Florina; Lin, Hsuan-Tien (Ed.): Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual, 2020.

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Karimi, Amir-Hossein; Barthe, Gilles; Schölkopf, Bernhard; Valera, Isabel

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

In: CoRR, vol. abs/2010.04050, 2020.

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Karimi, Amir-Hossein; Georgiou, Tryphon T.

Data-Driven Approximation of the Perron-Frobenius Operator Using the Wasserstein Metric Journal Article

In: CoRR, vol. abs/2011.00759, 2020.

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Karimi, Amir-Hossein; Kügelgen, Julius; Schölkopf, Bernhard; Valera, Isabel

Towards Causal Algorithmic Recourse Proceedings Article

In: Holzinger, Andreas; Goebel, Randy; Fong, Ruth; Moon, Taesup; Müller, Klaus-Robert; Samek, Wojciech (Ed.): xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers, pp. 139–166, Springer, 2020.

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2018

Wang, Rick; Karimi, Amir-Hossein; Ghodsi, Ali

Distance Correlation Autoencoder Proceedings Article

In: 2018 International Joint Conference on Neural Networks, IJCNN 2018, Rio de Janeiro, Brazil, July 8-13, 2018, pp. 1–8, IEEE, 2018.

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Karimi, Amir-Hossein; Wong, Alexander; Ghodsi, Ali

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

In: CoRR, vol. abs/1811.03166, 2018.

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Banijamali, Ershad; Karimi, Amir-Hossein; Ghodsi, Ali

Deep Variational Sufficient Dimensionality Reduction Journal Article

In: CoRR, vol. abs/1812.07641, 2018.

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2017

Karimi, Amir-Hossein; Chung, Audrey G.; Shafiee, Mohammad Javad; Khalvati, Farzad; Haider, Masoom A.; Ghodsi, Ali; Wong, Alexander

Discovery Radiomics via a Mixture of Deep ConvNet Sequencers for Multi-parametric MRI Prostate Cancer Classification Proceedings Article

In: Karray, Fakhri; Campilho, Aurélio; Cheriet, Farida (Ed.): Image Analysis and Recognition - 14th International Conference, ICIAR 2017, Montreal, QC, Canada, July 5-7, 2017, Proceedings, pp. 45–53, Springer, 2017.

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Karimi, Amir-Hossein; Shafiee, M. J.; Ghodsi, Ali; Wong, Alexander

Synthesizing Deep Neural Network Architectures using Biological Synaptic Strength Distributions Journal Article

In: CoRR, vol. abs/1707.00081, 2017.

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Banijamali, Ershad; Karimi, Amir-Hossein; Wong, Alexander; Ghodsi, Ali

JADE: Joint Autoencoders for Dis-Entanglement Journal Article

In: CoRR, vol. abs/1711.09163, 2017.

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2016

Novin, Roya Sabbagh; Karimi, Amir-Hossein; Yazdani, Mojtaba; Masouleh, Mehdi Tale

Optimal motion planning for parallel robots via convex optimization and receding horizon Journal Article

In: Adv. Robotics, vol. 30, no. 17-18, pp. 1145–1163, 2016.

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Karimi, Amir-Hossein; Shafiee, Mohammad Javad; Scharfenberger, Christian; BenDaya, I.; Haider, Shahid A.; Talukdar, N.; Clausi, David A.; Wong, Alexander

Spatio-temporal saliency detection using abstracted fully-connected graphical models Proceedings Article

In: 2016 IEEE International Conference on Image Processing, ICIP 2016, Phoenix, AZ, USA, September 25-28, 2016, pp. 694–698, IEEE, 2016.

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Miller, Alexander H.; Fisch, Adam; Dodge, Jesse; Karimi, Amir-Hossein; Bordes, Antoine; Weston, Jason

Key-Value Memory Networks for Directly Reading Documents Journal Article

In: CoRR, vol. abs/1606.03126, 2016.

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