ei plg Karimi, A., Schölkopf, B., Valera, I. Algorithmic Recourse: from Counterfactual Explanations to Interventions 37th International Conference on Machine Learning (ICML), July 2020 (conference) Submitted

[BibTex]

ei plg Karimi, A., Barthe, G., Balle, B., Valera, I. Model-Agnostic Counterfactual Explanations for Consequential Decisions Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), June 2020 (conference) Accepted

arXiv [BibTex]

ei plg Kilbertus, N., Gomez Rodriguez, M., Schölkopf, B., Muandet, K., Valera, I. Fair Decisions Despite Imperfect Predictions Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), 2020 (conference) Accepted

[BibTex]

Max Planck Institute for Intelligent Systems - Highlights 2019 (mpi_year_book)

MPI IS Yearbook 2019 (en) MPI IS Jahresbericht 2019 (de) MPI IS Jahresbericht 2019 (de) [BibTex]

ei Valera, I., Singla, A., Gomez Rodriguez, M. Enhancing the Accuracy and Fairness of Human Decision Making Advances in Neural Information Processing Systems 31, pages: 1774-1783, (Editors: S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett), Curran Associates, Inc., 32nd Annual Conference on Neural Information Processing Systems, December 2018 (conference)

arXiv link (url) Project Page [BibTex]

ei Locatello*, F., Dresdner*, G., R., K., Valera, I., Rätsch, G. Boosting Black Box Variational Inference Advances in Neural Information Processing Systems 31, pages: 3405-3415, (Editors: S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett), Curran Associates, Inc., 32nd Annual Conference on Neural Information Processing Systems, December 2018, *equal contribution (conference)

arXiv link (url) Project Page [BibTex]

ei Kapoor, J., Vergari, A., Gomez Rodriguez, M., Valera, I. Bayesian Nonparametric Hawkes Processes Bayesian Nonparametrics workshop at the 32nd Conference on Neural Information Processing Systems, December 2018 (conference)

PDF link (url) [BibTex]

ei Ruiz, F. J. R., Valera, I., Svensson, L., Perez-Cruz, F. Infinite Factorial Finite State Machine for Blind Multiuser Channel Estimation IEEE Transactions on Cognitive Communications and Networking, 4(2):177-191, June 2018 (article)

DOI Project Page [BibTex]

ei Zafar, M. B., Valera, I., Gomez Rodriguez, M., Gummadi, K. A Flexible Approach for Fair Classification Journal of Machine Learning, 2018 (article) Accepted

Project Page [BibTex]

ei Vergari, A., Molina, A., Peharz, R., Ghahramani, Z., Kersting, K., Valera, I. Automatic Bayesian Density Analysis 2018 (conference) Submitted

arXiv [BibTex]

ei Zafar, M. B., Valera, I., Gomez Rodriguez, M., Gummadi, K., Weller, A. From Parity to Preference-based Notions of Fairness in Classification Advances in Neural Information Processing Systems 30, pages: 229-239, (Editors: Guyon I. and Luxburg U.v. and Bengio S. and Wallach H. and Fergus R. and Vishwanathan S. and Garnett R.), Curran Associates, Inc., 31st Annual Conference on Neural Information Processing Systems, December 2017 (conference)

link (url) Project Page [BibTex]

ei Tabibian, B., Farajtabar, M., Valera, I., Song, L., Schölkopf, B., Gomez Rodriguez, M. On the Reliability of Information and Trustworthiness of Web Sources in Wikipedia Wikipedia workshop at the 10th International AAAI Conference on Web and Social Media (ICWSM), May 2016 (conference)

[BibTex]

ei Farajtabar, M., Du, N., Gomez Rodriguez, M., Valera, I., Zha, H., Song, L. Shaping Social Activity by Incentivizing Users In Advances in Neural Information Processing Systems 27, (Editors: Ghahramani, Z., Welling, M., Cortes, C., Lawrence, ND., and Weinberger, KQ.), Curran Associates, Inc., 28th Annual Conference on Neural Information Processing Systems (NIPS), 2014 (inproceedings)

Web link (url) [BibTex]