Human-Centric Machine Learning

Informations projet

HumanML

N° de convention de subvention: 945719

DOI

10.3030/945719

Projet clôturé

Date de signature de la CE 20 Octobre 2020

Date de début 1 Novembre 2020

Date de fin 31 Octobre 2025

Financé au titre de

• EXCELLENT SCIENCE - European Research Council (ERC)

Coût total

€ 1 495 000,00

Contribution de l’UE

€ 1 495 000,00

Coordonné par

MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV
Germany

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Publications

Peer reviewed articles (8)

Listening to bluetooth beacons for epidemic risk mitigation

Auteurs: Gilles Barthe, Roberta De Viti, Peter Druschel, Deepak Garg, Manuel Gomez-Rodriguez, Pierfrancesco Ingo, Heiner Kremer, Matthew Lentz, Lars Lorch, Aastha Mehta, Bernhard Schölkopf
Publié dans: Scientific Reports, Numéro 12, 2022, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-022-09440-1

Learning to Switch Among Agents in a Team via 2-Layer Markov Decision Processes

Auteurs: Vahid Balazadeh Meresht; Abir De; Adish Singla; Manuel Gomez-Rodriguez
Publié dans: Transactions on Machine Learning Research, 2022, ISSN 2835-8856
Éditeur: Transactions on Machine Learning Research
DOI: 10.48550/arxiv.2002.04258

Artificial intelligence for modelling infectious disease epidemics

Auteurs: Moritz U. G. Kraemer, Joseph L.-H. Tsui, Serina Y. Chang, Spyros Lytras, Mark P. Khurana, Samantha Vanderslott, Sumali Bajaj, Neil Scheidwasser, Jacob Liam Curran-Sebastian, Elizaveta Semenova, Mengyan Zhang, H. Juliette T. Unwin, Oliver J. Watson, Cathal Mills, Abhishek Dasgupta, Luca Ferretti, Samuel V. Scarpino, Etien Koua, Oliver Morgan, Houriiyah Tegally, Ulrich Paquet, Loukas Moutsianas, Chr
Publié dans: Nature, Numéro 638, 2025, Page(s) 623-635, ISSN 0028-0836
Éditeur: Nature Publishing Group
DOI: 10.1038/s41586-024-08564-w

Large-scale randomized experiments reveals that machine learning-based instruction helps people memorize more effectively

Auteurs: Utkarsh Upadhyay; Graham Lancashire; Christoph Moser; Manuel Gomez-Rodriguez
Publié dans: npj Sci. Learn., Numéro 6 (26), 2021, ISSN 2056-7936
Éditeur: npj Sci. Learn.
DOI: 10.1038/s41539-021-00105-8

Pooled testing of traced contacts under superspreading dynamics

Auteurs: Stratis Tsirtsis; Abir De; Lars Lorch; Manuel Gomez-Rodriguez
Publié dans: PLoS Computational Biology, 2021, ISSN 1553-734X
Éditeur: Public Library of Science
DOI: 10.3929/ethz-b-000543981

Defense coordination in security games: equilibrium analysis and mechanism design

Auteurs: Jiarui Gan; Edith Elkind; Sarit Kraus; Michael Wooldridge
Publié dans: Artificial Intelligence, Numéro 313, 2022, Page(s) 103791, ISSN 0004-3702
Éditeur: Elsevier BV
DOI: 10.1016/j.artint.2022.103791

Optimal Decision Making Under Strategic Behavior

Auteurs: Stratis Tsirtsis, Behzad Tabibian, Moein Khajehnejad, Adish Singla, Bernhard Schölkopf, Manuel Gomez-Rodriguez
Publié dans: Management Science, Numéro 70, 2024, Page(s) 8506-8519, ISSN 0025-1909
Éditeur: Institute for Operations Research and the Management Sciences
DOI: 10.1287/mnsc.2021.02567

Human-Alignment Influences the Utility of AI-assisted Decision Making

Auteurs: Nina Corvelo Benz, Manuel Gomez Rodriguez
Publié dans: Scientific Reports, 2025, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.21203/rs.3.rs-6362540/v1

Conference proceedings (25)

Human-aligned Calibration for AI-assisted Decision Making

Auteurs: Corvelo Benz, N.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publié dans: Advances in Neural Information Processing Systems 36, Numéro 16, 2023
Éditeur: Neural Information Processing Systems

Counterfactual Temporal Point Processes

Auteurs: Kimia Noorbakhsh; Manuel Gomez-Rodriguez
Publié dans: Advances in Neural Information Processing Systems 35, 2022
Éditeur: Neural Information Processing Systems
DOI: 10.48550/arxiv.2111.07603

Improving Expert Predictions with Conformal Prediction

Auteurs: Eleni Straitouri; Lequn Wang; Nastaran Okati; Manuel Gomez Rodriguez
Publié dans: Proceedings of the 40th International Conference on Machine Learning, 2023
Éditeur: ICML

Classification Under Human Assistance

Auteurs: De, Abir; Okati, Nastaran; Zarezade, Ali; Gomez-Rodriguez, Manuel
Publié dans: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Page(s) 5905-5913
Éditeur: AAAI Press
DOI: 10.1609/aaai.v35i7.16738

Fair Clustering for Data Summarization: Improved Approximation Algorithms and Complexity Insights

Auteurs: Ameet Gadekar, Aristides Gionis, Suhas Thejaswi
Publié dans: Proceedings of the ACM on Web Conference 2025, 2025, Page(s) 4458-4469
Éditeur: ACM
DOI: 10.1145/3696410.3714857

Differentiable Learning Under Triage

Auteurs: Okati, Nastaran; De, Abir; Gomez-Rodriguez, Manuel
Publié dans: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Éditeur: Neural Information Processing Systems
DOI: 10.48550/arxiv.2103.08902

Bayesian persuasion in sequential decision-making

Auteurs: Gan, Jiarui; Majumdar, Rupak; Radanovic, Goran; Singla, Adish
Publié dans: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022, Page(s) 5025-5033
Éditeur: AAAI Press
DOI: 10.1609/aaai.v36i5.20434

Counterfactual Token Generation in Large Language Models

Auteurs: Chatzi, I.; Corvelo Benz, N.; Straitouri, E.; Tsirtsis, E.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publié dans: Proceedings of the Fourth Conference on Causal Learning and Reasoning, 2025
Éditeur: CLEAR

Evaluation of Large Language Models via Coupled Token Generation

Auteurs: N. Corvelo Benz; S. Tsirtsis; E. Straitouri; I. Chatzi; A. Artola Velasco; S. Thejaswi; M. Gomez Rodriguez
Publié dans: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Éditeur: AISTATS

Towards Human-AI Complementarity with Prediction Sets

Auteurs: Giovanni De Toni, Manuel Gomez-Rodriguez, Nastaran Okati, Eleni Straitouri, Suhas Thejaswi
Publié dans: Advances in Neural Information Processing Systems 37, 2026, Page(s) 31380-31409
Éditeur: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-0986

Narrowing Action Choices with AI Improves Human Sequential Decisions

Auteurs: E. Straitouri; S. Tsirtsis; A. Artola Velasco; M. Gomez Rodriguez
Publié dans: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Éditeur: AISTATS

On the Within-Group Fairness of Screening Classifiers

Auteurs: Okati, N.; Tsirtsis, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publié dans: Proceedings of the 40th International Conference on Machine Learning, 2023
Éditeur: ICML
DOI: 10.48550/arxiv.2302.00025

Towards Human-AI Complementarity in Matching Tasks

Auteurs: A. Arnaiz; N. Corvelo Benz; S. Thejaswi; N. Oliver; M. Gomez Rodriguez
Publié dans: ECML PKDD Workshop on Hybrid Human-Machine Learning and Decision Making, 2025
Éditeur: ECML PKDD

Towards a computational model of responsibility judgments in sequential human-AI collaboration

Auteurs: Stratis Tsirtsis, Manuel Gomez Rodriguez, Tobias Gerstenberg
Publié dans: Proceedings of the 46th Annual Conference of the Cognitive Science Society, 2025
Éditeur: Center for Open Science
DOI: 10.31234/osf.io/m4yad

Designing Decision Support Systems Using Counterfactual Prediction Sets

Auteurs: Straitouri, E.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publié dans: Proceedings of the 41st International Conference on Machine Learning, Numéro 16, 2024
Éditeur: ICML

Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets

Auteurs: Manuel Rodriguez, Eleni Straitouri, Suhas Thejaswi
Publié dans: Advances in Neural Information Processing Systems 37, 2026, Page(s) 129443-129479
Éditeur: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-4113

Prediction-Powered Ranking of Large Language Models

Auteurs: Ivi Chatzi, Manuel Rodriguez, Eleni Straitouri, Suhas Thejaswi
Publié dans: Advances in Neural Information Processing Systems 37, 2026, Page(s) 113096-113133
Éditeur: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-3594

Counterfactual Inference of Second Opinions

Auteurs: Corvelo Benz, N.; Gomez Rodriguez, M.
Publié dans: Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence, 2022
Éditeur: PMLR
DOI: 10.48550/arxiv.2203.08653

Finding Counterfactually Optimal Action Sequences in Continuous State Spaces

Auteurs: Tsirtsis, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publié dans: Advances in Neural Information Processing Systems 36, Numéro 22, 2023
Éditeur: Neural Information Processing Systems

Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness

Auteurs: Jessie Finocchiaro, Roland Maio, Faidra Monachou, Gourab K Patro, Manish Raghavan, Ana-Andreea Stoica, Stratis Tsirtsis
Publié dans: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, 2025, Page(s) 489-503
Éditeur: ACM
DOI: 10.1145/3442188.3445912

Admissible Policy Teaching through Reward Design

Auteurs: Banihashem, Kiarash; Singla, Adish; Gan, Jiarui; Radanovic, Goran
Publié dans: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022, Page(s) 6037-6045
Éditeur: AAAI Press
DOI: 10.1609/aaai.v36i6.20550

Improving Screening Processes via Calibrated Subset Selection

Auteurs: Wang, Lequn; Joachims, Thorsten; Rodriguez, Manuel Gomez
Publié dans: Proceedings of the 39th International Conference on Machine Learning, 2022
Éditeur: PMLR
DOI: 10.48550/arxiv.2202.01147

Counterfactual Explanations in Sequential Decision Making Under Uncertainty

Auteurs: Tsirtsis, Stratis; De, Abir; Gomez-Rodriguez, Manuel
Publié dans: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Éditeur: Neural Information Processing Systems
DOI: 10.48550/arxiv.2107.02776

Auditing Pay-Per-Token in Large Language Models

Auteurs: A. Artola Velasco; S. Tsirtsis; M. Gomez Rodriguez
Publié dans: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Éditeur: AISTATS

Matchings, Predictions and Counterfactual Harm in Refugee Resettlement Processes

Auteurs: Lee, S.; Corvelo Benz, N.; Thejaswi, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publié dans: Proceedings of the Fourth Conference on Causal Learning and Reasoning, 2025
Éditeur: CLEAR