People

@inproceedings{DBLP:conf/aaai/CinquiniBRV25,

title = {A Practical Approach to Causal Inference over Time},

author = {Martina Cinquini and Isacco Beretta and Salvatore Ruggieri and Isabel Valera},

editor = {Toby Walsh and Julie Shah and Zico Kolter},

url = {https://doi.org/10.1609/aaai.v39i14.33626},

doi = {10.1609/AAAI.V39I14.33626},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

booktitle = {AAAI-25, Sponsored by the Association for the Advancement of Artificial 

 Intelligence, February 25 - March 4, 2025, Philadelphia, PA, USA},

pages = {14832–14839},

publisher = {AAAI Press},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ewaf/BerettaCV24,

title = {Enhancing Fairness Through Time-aware Recourse: a Pathway to Realistic  Algorithmic Recommendations},

author = {Isacco Beretta and Martina Cinquini and Isabel Valera},

editor = {Mattia Cerrato and Alesia Vallenas Coronel and Petra Ahrweiler and Michele Loi and Mykola Pechenizkiy and Aurelia Tamò-Larrieux},

url = {https://ceur-ws.org/Vol-3908/paper_10.pdf},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {Proceedings of the 3rd European Workshop on Algorithmic Fairness, 

 Mainz, Germany, July 1st to 3rd, 2024},

volume = {3908},

publisher = {CEUR-WS.org},

series = {CEUR Workshop Proceedings},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ewaf/KanubalaVG24,

title = {Fairness Beyond Binary Decisions: a Case Study on German Credit},

author = {Deborah Dormah Kanubala and Isabel Valera and Kavya Gupta},

editor = {Mattia Cerrato and Alesia Vallenas Coronel and Petra Ahrweiler and Michele Loi and Mykola Pechenizkiy and Aurelia Tamò-Larrieux},

url = {https://ceur-ws.org/Vol-3908/paper_15.pdf},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {Proceedings of the 3rd European Workshop on Algorithmic Fairness, 

 Mainz, Germany, July 1st to 3rd, 2024},

volume = {3908},

publisher = {CEUR-WS.org},

series = {CEUR Workshop Proceedings},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/fat/RateikeVF24,

title = {Designing Long-term Group Fair Policies in Dynamical Systems},

author = {Miriam Rateike and Isabel Valera and Patrick Forré},

url = {https://doi.org/10.1145/3630106.3658538},

doi = {10.1145/3630106.3658538},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {The 2024 ACM Conference on Fairness, Accountability, and Transparency, 

 FAccT 2024, Rio de Janeiro, Brazil, June 3-6, 2024},

pages = {20–50},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/fat/MajumdarV24,

title = {CARMA: A practical framework to generate recommendations for causal  algorithmic recourse at scale},

author = {Ayan Majumdar and Isabel Valera},

url = {https://doi.org/10.1145/3630106.3659003},

doi = {10.1145/3630106.3659003},

year  = {2024},

date = {2024-01-01},

urldate = {2024-01-01},

booktitle = {The 2024 ACM Conference on Fairness, Accountability, and Transparency, 

 FAccT 2024, Rio de Janeiro, Brazil, June 3-6, 2024},

pages = {1745–1762},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@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/vecos/LangerV23,

title = {Leveraging Actionable Explanations to Improve People's Reactions  to AI-Based Decisions},

author = {Markus Langer and Isabel Valera},

editor = {Bernhard Steffen},

url = {https://doi.org/10.1007/978-3-031-73741-1_18},

doi = {10.1007/978-3-031-73741-1_18},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {Bridging the Gap Between AI and Reality - First International Conference, 

 AISoLA 2023, Crete, Greece, October 23-28, 2023, Selected Papers},

volume = {14129},

pages = {293–306},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

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}

}