Machine Learning – Publications

85 entries « 1 of 5 »
1.

Javaloy, Adrián; Sánchez-Mart'ın, Pablo; Valera, Isabel

Causal normalizing flows: from theory to practice Journal Article

In: CoRR, vol. abs/2306.05415, 2023.

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2.

Koyuncu, Batuhan; Sánchez-Mart'ın, Pablo; Peis, Ignacio; Olmos, Pablo M.; Valera, Isabel

Variational Mixture of HyperGenerators for Learning Distributions Over Functions Journal Article

In: CoRR, vol. abs/2302.06223, 2023.

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3.

Javaloy, Adrián; Sánchez-Mart'ın, Pablo; Levi, Amit; Valera, Isabel

Learnable Graph Convolutional Attention Networks Proceedings Article

In: The Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5, 2023, OpenReview.net, 2023.

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4.

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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5.

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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6.

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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7.

Sánchez-Mart'ın, Pablo; Olmos, Pablo M.; Pérez-Cruz, Fernando

Enhancing diversity in GANs via non-uniform sampling Journal Article

In: Inf. Sci., vol. 637, pp. 118928, 2023.

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8.

Koyuncu, Batuhan; Melek, Ahmet; Yilmaz, Defne; Tuzer, Mert; Unlu, Mehmet Burcin

Chemotherapy Response Prediction with Diffuser Elapser Network Journal Article

In: Scientific Reports, vol. 12, iss. 1, pp. 1-13, 2022.

Abstract | Links | BibTeX

9.

Javaloy, Adrián; Meghdadi, Maryam; Valera, Isabel

Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization Journal Article

In: CoRR, vol. abs/2206.04496, 2022.

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10.

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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11.

Javaloy, Adrián; Valera, Isabel

RotoGrad: Gradient Homogenization in Multitask Learning Proceedings Article

In: The Tenth International Conference on Learning Representations, ICLR 2022, Virtual Event, April 25-29, 2022, OpenReview.net, 2022.

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12.

Camps-Valls, Gustau; Ruiz, Francisco J. R.; Valera, Isabel (Ed.)

International Conference on Artificial Intelligence and Statistics, AISTATS 2022, 28-30 March 2022, Virtual Event Proceedings

PMLR, vol. 151, 2022.

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13.

Sánchez-Mart'ın, Pablo; Rateike, Miriam; Valera, Isabel

VACA: Designing Variational Graph Autoencoders for Causal Queries 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. 8159–8168, AAAI Press, 2022.

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14.

Rateike, Miriam; Majumdar, Ayan; Mineeva, Olga; Gummadi, Krishna P.; Valera, Isabel

Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision Making Proceedings Article

In: FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul, Republic of Korea, June 21 - 24, 2022, pp. 1421–1433, ACM, 2022.

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15.

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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16.

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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17.

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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18.

Javaloy, Adrián; Meghdadi, Maryam; Valera, Isabel

Boosting heterogeneous VAEs via multi-objective optimization Workshop

2021.

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19.

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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20.

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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85 entries « 1 of 5 »