People

@inproceedings{DBLP:conf/iclr/JavaloySLV23,

title = {Learnable Graph Convolutional Attention Networks},

author = {Adrián Javaloy and Pablo Sánchez-Mart'ın and Amit Levi and Isabel Valera},

url = {https://openreview.net/pdf?id=WsUMeHPo-2},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {The Eleventh International Conference on Learning Representations, 

 ICLR 2023, Kigali, Rwanda, May 1-5, 2023},

publisher = {OpenReview.net},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aaai/KugelgenKBVWS22,

title = {On the Fairness of Causal Algorithmic Recourse},

author = {Julius Kügelgen and Amir-Hossein Karimi and Umang Bhatt and Isabel Valera and Adrian Weller and Bernhard Schölkopf},

url = {https://ojs.aaai.org/index.php/AAAI/article/view/21192},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {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},

pages = {9584–9594},

publisher = {AAAI Press},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/iclr/JavaloyV22,

title = {RotoGrad: Gradient Homogenization in Multitask Learning},

author = {Adrián Javaloy and Isabel Valera},

url = {https://openreview.net/forum?id=T8wHz4rnuGL},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {The Tenth International Conference on Learning Representations, ICLR 

 2022, Virtual Event, April 25-29, 2022},

publisher = {OpenReview.net},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aaai/Sanchez-MartinR22b,

title = {VACA: Designing Variational Graph Autoencoders for Causal Queries},

author = {Pablo Sánchez-Mart'ın and Miriam Rateike and Isabel Valera},

url = {https://ojs.aaai.org/index.php/AAAI/article/view/20789},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {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},

pages = {8159–8168},

publisher = {AAAI Press},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/fat/RateikeMMGV22,

title = {Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision  Making},

author = {Miriam Rateike and Ayan Majumdar and Olga Mineeva and Krishna P. Gummadi and Isabel Valera},

url = {https://doi.org/10.1145/3531146.3533199},

doi = {10.1145/3531146.3533199},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {FAccT '22: 2022 ACM Conference on Fairness, Accountability, and 

 Transparency, Seoul, Republic of Korea, June 21 - 24, 2022},

pages = {1421–1433},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aies/MohammadiKBV21,

title = {Scaling Guarantees for Nearest Counterfactual Explanations},

author = {Kiarash Mohammadi and Amir-Hossein Karimi and Gilles Barthe and Isabel Valera},

editor = {Marion Fourcade and Benjamin Kuipers and Seth Lazar and Deirdre K. Mulligan},

url = {https://doi.org/10.1145/3461702.3462514},

doi = {10.1145/3461702.3462514},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

booktitle = {AIES '21: AAAI/ACM Conference on AI, Ethics, and Society, Virtual 

 Event, USA, May 19-21, 2021},

pages = {177--187},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/fat/KarimiSV21,

title = {Algorithmic Recourse: from Counterfactual Explanations to Interventions},

author = {Amir-Hossein Karimi and Bernhard Schölkopf and Isabel Valera},

editor = {Madeleine Clare Elish and William Isaac and Richard S. Zemel},

url = {https://doi.org/10.1145/3442188.3445899},

doi = {10.1145/3442188.3445899},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

booktitle = {FAccT '21: 2021 ACM Conference on Fairness, Accountability, and 

 Transparency, Virtual Event / Toronto, Canada, March 3-10, 2021},

pages = {353--362},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/dev/SchofferKV21,

title = {A Ranking Approach to Fair Classification},

author = {Jakob Schöffer and Niklas Kuehl and Isabel Valera},

url = {https://doi.org/10.1145/3460112.3471950},

doi = {10.1145/3460112.3471950},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

booktitle = {COMPASS '21: ACM SIGCAS Conference on Computing and Sustainable 

 Societies, Virtual Event, Australia, 28 June 2021 - 2 July 2021},

pages = {115--125},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aistats/KarimiBBV20,

title = {Model-Agnostic Counterfactual Explanations for Consequential Decisions},

author = {Amir-Hossein Karimi and Gilles Barthe and Borja Balle and Isabel Valera},

editor = {Silvia Chiappa and Roberto Calandra},

url = {http://proceedings.mlr.press/v108/karimi20a.html},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics, 

 AISTATS 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},

volume = {108},

pages = {895--905},

publisher = {PMLR},

series = {Proceedings of Machine Learning Research},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/KarimiKSV20,

title = {Algorithmic recourse under imperfect causal knowledge: a probabilistic  approach},

author = {Amir-Hossein Karimi and Bodo Julius Kügelgen and Bernhard Schölkopf and Isabel Valera},

editor = {Hugo Larochelle and Marc'Aurelio Ranzato and Raia Hadsell and Maria-Florina Balcan and Hsuan-Tien Lin},

url = {https://proceedings.neurips.cc/paper/2020/hash/02a3c7fb3f489288ae6942498498db20-Abstract.html},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference 

 on Neural Information Processing Systems 2020, NeurIPS 2020, December 

 6-12, 2020, virtual},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aistats/KilbertusRSMV20,

title = {Fair Decisions Despite Imperfect Predictions},

author = {Niki Kilbertus and Manuel Gomez Rodriguez and Bernhard Schölkopf and Krikamol Muandet and Isabel Valera},

editor = {Silvia Chiappa and Roberto Calandra},

url = {http://proceedings.mlr.press/v108/kilbertus20a.html},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics, 

 AISTATS 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},

volume = {108},

pages = {277--287},

publisher = {PMLR},

series = {Proceedings of Machine Learning Research},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/icml/KarimiKSV20,

title = {Towards Causal Algorithmic Recourse},

author = {Amir-Hossein Karimi and Julius Kügelgen and Bernhard Schölkopf and Isabel Valera},

editor = {Andreas Holzinger and Randy Goebel and Ruth Fong and Taesup Moon and Klaus-Robert Müller and Wojciech Samek},

url = {https://doi.org/10.1007/978-3-031-04083-2_8},

doi = {10.1007/978-3-031-04083-2_8},

year  = {2020},

date = {2020-01-01},

booktitle = {xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction 

 with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended 

 Papers},

volume = {13200},

pages = {139–166},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aaai/AdelVGW19,

title = {One-Network Adversarial Fairness},

author = {Tameem Adel and Isabel Valera and Zoubin Ghahramani and Adrian Weller},

url = {https://doi.org/10.1609/aaai.v33i01.33012412},

doi = {10.1609/aaai.v33i01.33012412},

year  = {2019},

date = {2019-01-01},

urldate = {2019-01-01},

booktitle = {The Thirty-Third AAAI Conference on Artificial Intelligence, AAAI 

 2019, The Thirty-First Innovative Applications of Artificial Intelligence 

 Conference, IAAI 2019, The Ninth AAAI Symposium on Educational 

 Advances in Artificial Intelligence, EAAI 2019, Honolulu, Hawaii, 

 USA, January 27 - February 1, 2019},

pages = {2412--2420},

publisher = {AAAI Press},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aaai/Vergari0PGKV19,

title = {Automatic Bayesian Density Analysis},

author = {Antonio Vergari and Alejandro Molina and Robert Peharz and Zoubin Ghahramani and Kristian Kersting and Isabel Valera},

url = {https://doi.org/10.1609/aaai.v33i01.33015207},

doi = {10.1609/aaai.v33i01.33015207},

year  = {2019},

date = {2019-01-01},

urldate = {2019-01-01},

booktitle = {The Thirty-Third AAAI Conference on Artificial Intelligence, AAAI 

 2019, The Thirty-First Innovative Applications of Artificial Intelligence 

 Conference, IAAI 2019, The Ninth AAAI Symposium on Educational 

 Advances in Artificial Intelligence, EAAI 2019, Honolulu, Hawaii, 

 USA, January 27 - February 1, 2019},

pages = {5207--5215},

publisher = {AAAI Press},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/ValeraSR18,

title = {Enhancing the Accuracy and Fairness of Human Decision Making},

author = {Isabel Valera and Adish Singla and Manuel Gomez Rodriguez},

editor = {Samy Bengio and Hanna M. Wallach and Hugo Larochelle and Kristen Grauman and Nicolò Cesa-Bianchi and Roman Garnett},

url = {https://proceedings.neurips.cc/paper/2018/hash/0a113ef6b61820daa5611c870ed8d5ee-Abstract.html},

year  = {2018},

date = {2018-01-01},

urldate = {2018-01-01},

booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference 

 on Neural Information Processing Systems 2018, NeurIPS 2018, December 

 3-8, 2018, Montréal, Canada},

pages = {1774--1783},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/LocatelloDKVR18,

title = {Boosting Black Box Variational Inference},

author = {Francesco Locatello and Gideon Dresdner and Rajiv Khanna and Isabel Valera and Gunnar Rätsch},

editor = {Samy Bengio and Hanna M. Wallach and Hugo Larochelle and Kristen Grauman and Nicolò Cesa-Bianchi and Roman Garnett},

url = {https://proceedings.neurips.cc/paper/2018/hash/74563ba21a90da13dacf2a73e3ddefa7-Abstract.html},

year  = {2018},

date = {2018-01-01},

booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference 

 on Neural Information Processing Systems 2018, NeurIPS 2018, December 

 3-8, 2018, Montréal, Canada},

pages = {3405--3415},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aistats/ZafarVGG17,

title = {Fairness Constraints: Mechanisms for Fair Classification},

author = {Muhammad Bilal Zafar and Isabel Valera and Manuel Gomez-Rodriguez and Krishna P. Gummadi},

editor = {Aarti Singh and Xiaojin (Jerry) Zhu},

url = {http://proceedings.mlr.press/v54/zafar17a.html},

year  = {2017},

date = {2017-01-01},

urldate = {2017-01-01},

booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence 

 and Statistics, AISTATS 2017, 20-22 April 2017, Fort Lauderdale, 

 FL, USA},

volume = {54},

pages = {962--970},

publisher = {PMLR},

series = {Proceedings of Machine Learning Research},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/icml/ValeraG17,

title = {Automatic Discovery of the Statistical Types of Variables in a Dataset},

author = {Isabel Valera and Zoubin Ghahramani},

editor = {Doina Precup and Yee Whye Teh},

url = {http://proceedings.mlr.press/v70/valera17a.html},

year  = {2017},

date = {2017-01-01},

booktitle = {Proceedings of the 34th International Conference on Machine Learning, 

 ICML 2017, Sydney, NSW, Australia, 6-11 August 2017},

volume = {70},

pages = {3521--3529},

publisher = {PMLR},

series = {Proceedings of Machine Learning Research},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/ZafarVGGW17,

title = {From Parity to Preference-based Notions of Fairness in Classification},

author = {Muhammad Bilal Zafar and Isabel Valera and Manuel Gomez-Rodriguez and Krishna P. Gummadi and Adrian Weller},

editor = {Isabelle Guyon and Ulrike Luxburg and Samy Bengio and Hanna M. Wallach and Rob Fergus and S. V. N. Vishwanathan and Roman Garnett},

url = {https://proceedings.neurips.cc/paper/2017/hash/82161242827b703e6acf9c726942a1e4-Abstract.html},

year  = {2017},

date = {2017-01-01},

urldate = {2017-01-01},

booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference 

 on Neural Information Processing Systems 2017, December 4-9, 2017, 

 Long Beach, CA, USA},

pages = {229--239},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/wsdm/UpadhyayVG17,

title = {Uncovering the Dynamics of Crowdlearning and the Value of Knowledge},

author = {Utkarsh Upadhyay and Isabel Valera and Manuel Gomez-Rodriguez},

editor = {Maarten Rijke and Milad Shokouhi and Andrew Tomkins and Min Zhang},

url = {https://doi.org/10.1145/3018661.3018685},

doi = {10.1145/3018661.3018685},

year  = {2017},

date = {2017-01-01},

booktitle = {Proceedings of the Tenth ACM International Conference on Web Search 

 and Data Mining, WSDM 2017, Cambridge, United Kingdom, February 

 6-10, 2017},

pages = {61--70},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/www/TabibianVFSSG17,

title = {Distilling Information Reliability and Source Trustworthiness from 

 Digital Traces},

author = {Behzad Tabibian and Isabel Valera and Mehrdad Farajtabar and Le Song and Bernhard Schölkopf and Manuel Gomez-Rodriguez},

editor = {Rick Barrett and Rick Cummings and Eugene Agichtein and Evgeniy Gabrilovich},

url = {https://doi.org/10.1145/3038912.3052672},

doi = {10.1145/3038912.3052672},

year  = {2017},

date = {2017-01-01},

booktitle = {Proceedings of the 26th International Conference on World Wide Web, 

 WWW 2017, Perth, Australia, April 3-7, 2017},

pages = {847--855},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/www/ZafarVGG17,

title = {Fairness Beyond Disparate Treatment & Disparate Impact: Learning  Classification without Disparate Mistreatment},

author = {Muhammad Bilal Zafar and Isabel Valera and Manuel Gomez-Rodriguez and Krishna P. Gummadi},

editor = {Rick Barrett and Rick Cummings and Eugene Agichtein and Evgeniy Gabrilovich},

url = {https://doi.org/10.1145/3038912.3052660},

doi = {10.1145/3038912.3052660},

year  = {2017},

date = {2017-01-01},

urldate = {2017-01-01},

booktitle = {Proceedings of the 26th International Conference on World Wide Web, 

 WWW 2017, Perth, Australia, April 3-7, 2017},

pages = {1171--1180},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/www/MavroforakisVG17,

title = {Modeling the Dynamics of Learning Activity on the Web},

author = {Charalampos Mavroforakis and Isabel Valera and Manuel Gomez-Rodriguez},

editor = {Rick Barrett and Rick Cummings and Eugene Agichtein and Evgeniy Gabrilovich},

url = {https://doi.org/10.1145/3038912.3052669},

doi = {10.1145/3038912.3052669},

year  = {2017},

date = {2017-01-01},

booktitle = {Proceedings of the 26th International Conference on World Wide Web, 

 WWW 2017, Perth, Australia, April 3-7, 2017},

pages = {1421--1430},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/DeVGBG16,

title = {Learning and Forecasting Opinion Dynamics in Social Networks},

author = {Abir De and Isabel Valera and Niloy Ganguly and Sourangshu Bhattacharya and Manuel Gomez-Rodriguez},

editor = {Daniel D. Lee and Masashi Sugiyama and Ulrike Luxburg and Isabelle Guyon and Roman Garnett},

url = {https://proceedings.neurips.cc/paper/2016/hash/f340f1b1f65b6df5b5e3f94d95b11daf-Abstract.html},

year  = {2016},

date = {2016-01-01},

booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference 

 on Neural Information Processing Systems 2016, December 5-10, 2016, 

 Barcelona, Spain},

pages = {397--405},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/wsdm/BabaeiGVGG16,

title = {On the Efficiency of the Information Networks in Social Media},

author = {Mahmoudreza Babaei and Przemyslaw A. Grabowicz and Isabel Valera and Krishna P. Gummadi and Manuel Gomez-Rodriguez},

editor = {Paul N. Bennett and Vanja Josifovski and Jennifer Neville and Filip Radlinski},

url = {https://doi.org/10.1145/2835776.2835826},

doi = {10.1145/2835776.2835826},

year  = {2016},

date = {2016-01-01},

booktitle = {Proceedings of the Ninth ACM International Conference on Web Search 

 and Data Mining, San Francisco, CA, USA, February 22-25, 2016},

pages = {83--92},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/eusipco/ValeraRSP15,

title = {A Bayesian nonparametric approach for blind multiuser channel estimation},

author = {Isabel Valera and Francisco J. R. Ruiz and Lennart Svensson and Fernando Pérez-Cruz},

url = {https://doi.org/10.1109/EUSIPCO.2015.7362888},

doi = {10.1109/EUSIPCO.2015.7362888},

year  = {2015},

date = {2015-01-01},

booktitle = {23rd European Signal Processing Conference, EUSIPCO 2015, Nice, 

 France, August 31 - September 4, 2015},

pages = {2766--2770},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/icdm/ValeraG15,

title = {Modeling Adoption and Usage of Competing Products},

author = {Isabel Valera and Manuel Gomez-Rodriguez},

editor = {Charu C. Aggarwal and Zhi-Hua Zhou and Alexander Tuzhilin and Hui Xiong and Xindong Wu},

url = {https://doi.org/10.1109/ICDM.2015.40},

doi = {10.1109/ICDM.2015.40},

year  = {2015},

date = {2015-01-01},

booktitle = {2015 IEEE International Conference on Data Mining, ICDM 2015, 

 Atlantic City, NJ, USA, November 14-17, 2015},

pages = {409--418},

publisher = {IEEE Computer Society},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/icwsm/BabaeiGVG15,

title = {On the Users' Efficiency in the Twitter Information Network},

author = {Mahmoudreza Babaei and Przemyslaw A. Grabowicz and Isabel Valera and Manuel Gomez-Rodriguez},

editor = {Meeyoung Cha and Cecilia Mascolo and Christian Sandvig},

url = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM15/paper/view/10542},

year  = {2015},

date = {2015-01-01},

booktitle = {Proceedings of the Ninth International Conference on Web and Social 

 Media, ICWSM 2015, University of Oxford, Oxford, UK, May 26-29, 

 2015},

pages = {570--573},

publisher = {AAAI Press},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/ValeraRSP15,

title = {Infinite Factorial Dynamical Model},

author = {Isabel Valera and Francisco J. R. Ruiz and Lennart Svensson and Fernando Pérez-Cruz},

editor = {Corinna Cortes and Neil D. Lawrence and Daniel D. Lee and Masashi Sugiyama and Roman Garnett},

url = {https://proceedings.neurips.cc/paper/2015/hash/0768281a05da9f27df178b5c39a51263-Abstract.html},

year  = {2015},

date = {2015-01-01},

booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference 

 on Neural Information Processing Systems 2015, December 7-12, 2015, 

 Montreal, Quebec, Canada},

pages = {1666--1674},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}