Human-Centric Machine Learning

Project Information

HumanML

Grant agreement ID: 945719

DOI

10.3030/945719

Project closed

EC signature date 20 October 2020

Start date 1 November 2020

End date 31 October 2025

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 495 000,00

EU contribution

€ 1 495 000,00

Coordinated by

MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (8)

Listening to bluetooth beacons for epidemic risk mitigation

Author(s): Gilles Barthe, Roberta De Viti, Peter Druschel, Deepak Garg, Manuel Gomez-Rodriguez, Pierfrancesco Ingo, Heiner Kremer, Matthew Lentz, Lars Lorch, Aastha Mehta, Bernhard Schölkopf
Published in: Scientific Reports, Issue 12, 2022, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-022-09440-1

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

Author(s): Vahid Balazadeh Meresht; Abir De; Adish Singla; Manuel Gomez-Rodriguez
Published in: Transactions on Machine Learning Research, 2022, ISSN 2835-8856
Publisher: Transactions on Machine Learning Research
DOI: 10.48550/arxiv.2002.04258

Artificial intelligence for modelling infectious disease epidemics

Author(s): 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
Published in: Nature, Issue 638, 2025, Page(s) 623-635, ISSN 0028-0836
Publisher: 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

Author(s): Utkarsh Upadhyay; Graham Lancashire; Christoph Moser; Manuel Gomez-Rodriguez
Published in: npj Sci. Learn., Issue 6 (26), 2021, ISSN 2056-7936
Publisher: npj Sci. Learn.
DOI: 10.1038/s41539-021-00105-8

Pooled testing of traced contacts under superspreading dynamics

Author(s): Stratis Tsirtsis; Abir De; Lars Lorch; Manuel Gomez-Rodriguez
Published in: PLoS Computational Biology, 2021, ISSN 1553-734X
Publisher: Public Library of Science
DOI: 10.3929/ethz-b-000543981

Defense coordination in security games: equilibrium analysis and mechanism design

Author(s): Jiarui Gan; Edith Elkind; Sarit Kraus; Michael Wooldridge
Published in: Artificial Intelligence, Issue 313, 2022, Page(s) 103791, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2022.103791

Optimal Decision Making Under Strategic Behavior

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

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

Author(s): Nina Corvelo Benz, Manuel Gomez Rodriguez
Published in: Scientific Reports, 2025, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.21203/rs.3.rs-6362540/v1

Conference proceedings (25)

Human-aligned Calibration for AI-assisted Decision Making

Author(s): Corvelo Benz, N.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Published in: Advances in Neural Information Processing Systems 36, Issue 16, 2023
Publisher: Neural Information Processing Systems

Counterfactual Temporal Point Processes

Author(s): Kimia Noorbakhsh; Manuel Gomez-Rodriguez
Published in: Advances in Neural Information Processing Systems 35, 2022
Publisher: Neural Information Processing Systems
DOI: 10.48550/arxiv.2111.07603

Improving Expert Predictions with Conformal Prediction

Author(s): Eleni Straitouri; Lequn Wang; Nastaran Okati; Manuel Gomez Rodriguez
Published in: Proceedings of the 40th International Conference on Machine Learning, 2023
Publisher: ICML

Classification Under Human Assistance

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

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

Author(s): Ameet Gadekar, Aristides Gionis, Suhas Thejaswi
Published in: Proceedings of the ACM on Web Conference 2025, 2025, Page(s) 4458-4469
Publisher: ACM
DOI: 10.1145/3696410.3714857

Differentiable Learning Under Triage

Author(s): Okati, Nastaran; De, Abir; Gomez-Rodriguez, Manuel
Published in: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Publisher: Neural Information Processing Systems
DOI: 10.48550/arxiv.2103.08902

Bayesian persuasion in sequential decision-making

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

Counterfactual Token Generation in Large Language Models

Author(s): Chatzi, I.; Corvelo Benz, N.; Straitouri, E.; Tsirtsis, E.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Published in: Proceedings of the Fourth Conference on Causal Learning and Reasoning, 2025
Publisher: CLEAR

Evaluation of Large Language Models via Coupled Token Generation

Author(s): N. Corvelo Benz; S. Tsirtsis; E. Straitouri; I. Chatzi; A. Artola Velasco; S. Thejaswi; M. Gomez Rodriguez
Published in: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Publisher: AISTATS

Towards Human-AI Complementarity with Prediction Sets

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

Narrowing Action Choices with AI Improves Human Sequential Decisions

Author(s): E. Straitouri; S. Tsirtsis; A. Artola Velasco; M. Gomez Rodriguez
Published in: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Publisher: AISTATS

On the Within-Group Fairness of Screening Classifiers

Author(s): Okati, N.; Tsirtsis, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Published in: Proceedings of the 40th International Conference on Machine Learning, 2023
Publisher: ICML
DOI: 10.48550/arxiv.2302.00025

Towards Human-AI Complementarity in Matching Tasks

Author(s): A. Arnaiz; N. Corvelo Benz; S. Thejaswi; N. Oliver; M. Gomez Rodriguez
Published in: ECML PKDD Workshop on Hybrid Human-Machine Learning and Decision Making, 2025
Publisher: ECML PKDD

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

Author(s): Stratis Tsirtsis, Manuel Gomez Rodriguez, Tobias Gerstenberg
Published in: Proceedings of the 46th Annual Conference of the Cognitive Science Society, 2025
Publisher: Center for Open Science
DOI: 10.31234/osf.io/m4yad

Designing Decision Support Systems Using Counterfactual Prediction Sets

Author(s): Straitouri, E.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Published in: Proceedings of the 41st International Conference on Machine Learning, Issue 16, 2024
Publisher: ICML

Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets

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

Prediction-Powered Ranking of Large Language Models

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

Counterfactual Inference of Second Opinions

Author(s): Corvelo Benz, N.; Gomez Rodriguez, M.
Published in: Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence, 2022
Publisher: PMLR
DOI: 10.48550/arxiv.2203.08653

Finding Counterfactually Optimal Action Sequences in Continuous State Spaces

Author(s): Tsirtsis, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Published in: Advances in Neural Information Processing Systems 36, Issue 22, 2023
Publisher: Neural Information Processing Systems

Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness

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

Admissible Policy Teaching through Reward Design

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

Improving Screening Processes via Calibrated Subset Selection

Author(s): Wang, Lequn; Joachims, Thorsten; Rodriguez, Manuel Gomez
Published in: Proceedings of the 39th International Conference on Machine Learning, 2022
Publisher: PMLR
DOI: 10.48550/arxiv.2202.01147

Counterfactual Explanations in Sequential Decision Making Under Uncertainty

Author(s): Tsirtsis, Stratis; De, Abir; Gomez-Rodriguez, Manuel
Published in: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Publisher: Neural Information Processing Systems
DOI: 10.48550/arxiv.2107.02776

Auditing Pay-Per-Token in Large Language Models

Author(s): A. Artola Velasco; S. Tsirtsis; M. Gomez Rodriguez
Published in: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Publisher: AISTATS

Matchings, Predictions and Counterfactual Harm in Refugee Resettlement Processes

Author(s): Lee, S.; Corvelo Benz, N.; Thejaswi, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Published in: Proceedings of the Fourth Conference on Causal Learning and Reasoning, 2025
Publisher: CLEAR