Human-Centric Machine Learning

Información del proyecto

HumanML

Identificador del acuerdo de subvención: 945719

DOI

10.3030/945719

Proyecto cerrado

Fecha de la firma de la CE 20 Octubre 2020

Fecha de inicio 1 Noviembre 2020

Fecha de finalización 31 Octubre 2025

Financiado con arreglo a

• EXCELLENT SCIENCE - European Research Council (ERC)

Coste total

€ 1 495 000,00

Aportación de la UE

€ 1 495 000,00

Coordinado por

MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV
Germany

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Publicaciones

Peer reviewed articles (8)

Listening to bluetooth beacons for epidemic risk mitigation

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

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

Autores: Vahid Balazadeh Meresht; Abir De; Adish Singla; Manuel Gomez-Rodriguez
Publicado en: Transactions on Machine Learning Research, 2022, ISSN 2835-8856
Editor: Transactions on Machine Learning Research
DOI: 10.48550/arxiv.2002.04258

Artificial intelligence for modelling infectious disease epidemics

Autores: 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
Publicado en: Nature, Edición 638, 2025, Página(s) 623-635, ISSN 0028-0836
Editor: 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

Autores: Utkarsh Upadhyay; Graham Lancashire; Christoph Moser; Manuel Gomez-Rodriguez
Publicado en: npj Sci. Learn., Edición 6 (26), 2021, ISSN 2056-7936
Editor: npj Sci. Learn.
DOI: 10.1038/s41539-021-00105-8

Pooled testing of traced contacts under superspreading dynamics

Autores: Stratis Tsirtsis; Abir De; Lars Lorch; Manuel Gomez-Rodriguez
Publicado en: PLoS Computational Biology, 2021, ISSN 1553-734X
Editor: Public Library of Science
DOI: 10.3929/ethz-b-000543981

Defense coordination in security games: equilibrium analysis and mechanism design

Autores: Jiarui Gan; Edith Elkind; Sarit Kraus; Michael Wooldridge
Publicado en: Artificial Intelligence, Edición 313, 2022, Página(s) 103791, ISSN 0004-3702
Editor: Elsevier BV
DOI: 10.1016/j.artint.2022.103791

Optimal Decision Making Under Strategic Behavior

Autores: Stratis Tsirtsis, Behzad Tabibian, Moein Khajehnejad, Adish Singla, Bernhard Schölkopf, Manuel Gomez-Rodriguez
Publicado en: Management Science, Edición 70, 2024, Página(s) 8506-8519, ISSN 0025-1909
Editor: Institute for Operations Research and the Management Sciences
DOI: 10.1287/mnsc.2021.02567

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

Autores: Nina Corvelo Benz, Manuel Gomez Rodriguez
Publicado en: Scientific Reports, 2025, ISSN 2045-2322
Editor: Nature Publishing Group
DOI: 10.21203/rs.3.rs-6362540/v1

Conference proceedings (25)

Human-aligned Calibration for AI-assisted Decision Making

Autores: Corvelo Benz, N.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publicado en: Advances in Neural Information Processing Systems 36, Edición 16, 2023
Editor: Neural Information Processing Systems

Counterfactual Temporal Point Processes

Autores: Kimia Noorbakhsh; Manuel Gomez-Rodriguez
Publicado en: Advances in Neural Information Processing Systems 35, 2022
Editor: Neural Information Processing Systems
DOI: 10.48550/arxiv.2111.07603

Improving Expert Predictions with Conformal Prediction

Autores: Eleni Straitouri; Lequn Wang; Nastaran Okati; Manuel Gomez Rodriguez
Publicado en: Proceedings of the 40th International Conference on Machine Learning, 2023
Editor: ICML

Classification Under Human Assistance

Autores: De, Abir; Okati, Nastaran; Zarezade, Ali; Gomez-Rodriguez, Manuel
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Página(s) 5905-5913
Editor: AAAI Press
DOI: 10.1609/aaai.v35i7.16738

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

Autores: Ameet Gadekar, Aristides Gionis, Suhas Thejaswi
Publicado en: Proceedings of the ACM on Web Conference 2025, 2025, Página(s) 4458-4469
Editor: ACM
DOI: 10.1145/3696410.3714857

Differentiable Learning Under Triage

Autores: Okati, Nastaran; De, Abir; Gomez-Rodriguez, Manuel
Publicado en: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Editor: Neural Information Processing Systems
DOI: 10.48550/arxiv.2103.08902

Bayesian persuasion in sequential decision-making

Autores: Gan, Jiarui; Majumdar, Rupak; Radanovic, Goran; Singla, Adish
Publicado en: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022, Página(s) 5025-5033
Editor: AAAI Press
DOI: 10.1609/aaai.v36i5.20434

Counterfactual Token Generation in Large Language Models

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

Evaluation of Large Language Models via Coupled Token Generation

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

Towards Human-AI Complementarity with Prediction Sets

Autores: Giovanni De Toni, Manuel Gomez-Rodriguez, Nastaran Okati, Eleni Straitouri, Suhas Thejaswi
Publicado en: Advances in Neural Information Processing Systems 37, 2026, Página(s) 31380-31409
Editor: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-0986

Narrowing Action Choices with AI Improves Human Sequential Decisions

Autores: E. Straitouri; S. Tsirtsis; A. Artola Velasco; M. Gomez Rodriguez
Publicado en: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Editor: AISTATS

On the Within-Group Fairness of Screening Classifiers

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

Towards Human-AI Complementarity in Matching Tasks

Autores: A. Arnaiz; N. Corvelo Benz; S. Thejaswi; N. Oliver; M. Gomez Rodriguez
Publicado en: ECML PKDD Workshop on Hybrid Human-Machine Learning and Decision Making, 2025
Editor: ECML PKDD

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

Autores: Stratis Tsirtsis, Manuel Gomez Rodriguez, Tobias Gerstenberg
Publicado en: Proceedings of the 46th Annual Conference of the Cognitive Science Society, 2025
Editor: Center for Open Science
DOI: 10.31234/osf.io/m4yad

Designing Decision Support Systems Using Counterfactual Prediction Sets

Autores: Straitouri, E.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publicado en: Proceedings of the 41st International Conference on Machine Learning, Edición 16, 2024
Editor: ICML

Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets

Autores: Manuel Rodriguez, Eleni Straitouri, Suhas Thejaswi
Publicado en: Advances in Neural Information Processing Systems 37, 2026, Página(s) 129443-129479
Editor: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-4113

Prediction-Powered Ranking of Large Language Models

Autores: Ivi Chatzi, Manuel Rodriguez, Eleni Straitouri, Suhas Thejaswi
Publicado en: Advances in Neural Information Processing Systems 37, 2026, Página(s) 113096-113133
Editor: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-3594

Counterfactual Inference of Second Opinions

Autores: Corvelo Benz, N.; Gomez Rodriguez, M.
Publicado en: Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence, 2022
Editor: PMLR
DOI: 10.48550/arxiv.2203.08653

Finding Counterfactually Optimal Action Sequences in Continuous State Spaces

Autores: Tsirtsis, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Publicado en: Advances in Neural Information Processing Systems 36, Edición 22, 2023
Editor: Neural Information Processing Systems

Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness

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

Admissible Policy Teaching through Reward Design

Autores: Banihashem, Kiarash; Singla, Adish; Gan, Jiarui; Radanovic, Goran
Publicado en: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022, Página(s) 6037-6045
Editor: AAAI Press
DOI: 10.1609/aaai.v36i6.20550

Improving Screening Processes via Calibrated Subset Selection

Autores: Wang, Lequn; Joachims, Thorsten; Rodriguez, Manuel Gomez
Publicado en: Proceedings of the 39th International Conference on Machine Learning, 2022
Editor: PMLR
DOI: 10.48550/arxiv.2202.01147

Counterfactual Explanations in Sequential Decision Making Under Uncertainty

Autores: Tsirtsis, Stratis; De, Abir; Gomez-Rodriguez, Manuel
Publicado en: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Editor: Neural Information Processing Systems
DOI: 10.48550/arxiv.2107.02776

Auditing Pay-Per-Token in Large Language Models

Autores: A. Artola Velasco; S. Tsirtsis; M. Gomez Rodriguez
Publicado en: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Editor: AISTATS

Matchings, Predictions and Counterfactual Harm in Refugee Resettlement Processes

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