Human-Centric Machine Learning

Informazioni relative al progetto

HumanML

ID dell’accordo di sovvenzione: 945719

DOI

10.3030/945719

Progetto chiuso

Data della firma CE 20 Ottobre 2020

Data di avvio 1 Novembre 2020

Data di completamento 31 Ottobre 2025

Finanziato da

• EXCELLENT SCIENCE - European Research Council (ERC)

Costo totale

€ 1 495 000,00

Contributo UE

€ 1 495 000,00

Coordinato da

MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV
Germany

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Pubblicazioni

Peer reviewed articles (8)

Listening to bluetooth beacons for epidemic risk mitigation

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

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

Autori: Vahid Balazadeh Meresht; Abir De; Adish Singla; Manuel Gomez-Rodriguez
Pubblicato in: Transactions on Machine Learning Research, 2022, ISSN 2835-8856
Editore: Transactions on Machine Learning Research
DOI: 10.48550/arxiv.2002.04258

Artificial intelligence for modelling infectious disease epidemics

Autori: 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
Pubblicato in: Nature, Numero 638, 2025, Pagina/e 623-635, ISSN 0028-0836
Editore: 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

Autori: Utkarsh Upadhyay; Graham Lancashire; Christoph Moser; Manuel Gomez-Rodriguez
Pubblicato in: npj Sci. Learn., Numero 6 (26), 2021, ISSN 2056-7936
Editore: npj Sci. Learn.
DOI: 10.1038/s41539-021-00105-8

Pooled testing of traced contacts under superspreading dynamics

Autori: Stratis Tsirtsis; Abir De; Lars Lorch; Manuel Gomez-Rodriguez
Pubblicato in: PLoS Computational Biology, 2021, ISSN 1553-734X
Editore: Public Library of Science
DOI: 10.3929/ethz-b-000543981

Defense coordination in security games: equilibrium analysis and mechanism design

Autori: Jiarui Gan; Edith Elkind; Sarit Kraus; Michael Wooldridge
Pubblicato in: Artificial Intelligence, Numero 313, 2022, Pagina/e 103791, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2022.103791

Optimal Decision Making Under Strategic Behavior

Autori: Stratis Tsirtsis, Behzad Tabibian, Moein Khajehnejad, Adish Singla, Bernhard Schölkopf, Manuel Gomez-Rodriguez
Pubblicato in: Management Science, Numero 70, 2024, Pagina/e 8506-8519, ISSN 0025-1909
Editore: Institute for Operations Research and the Management Sciences
DOI: 10.1287/mnsc.2021.02567

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

Autori: Nina Corvelo Benz, Manuel Gomez Rodriguez
Pubblicato in: Scientific Reports, 2025, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.21203/rs.3.rs-6362540/v1

Conference proceedings (25)

Human-aligned Calibration for AI-assisted Decision Making

Autori: Corvelo Benz, N.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Pubblicato in: Advances in Neural Information Processing Systems 36, Numero 16, 2023
Editore: Neural Information Processing Systems

Counterfactual Temporal Point Processes

Autori: Kimia Noorbakhsh; Manuel Gomez-Rodriguez
Pubblicato in: Advances in Neural Information Processing Systems 35, 2022
Editore: Neural Information Processing Systems
DOI: 10.48550/arxiv.2111.07603

Improving Expert Predictions with Conformal Prediction

Autori: Eleni Straitouri; Lequn Wang; Nastaran Okati; Manuel Gomez Rodriguez
Pubblicato in: Proceedings of the 40th International Conference on Machine Learning, 2023
Editore: ICML

Classification Under Human Assistance

Autori: De, Abir; Okati, Nastaran; Zarezade, Ali; Gomez-Rodriguez, Manuel
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Pagina/e 5905-5913
Editore: AAAI Press
DOI: 10.1609/aaai.v35i7.16738

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

Autori: Ameet Gadekar, Aristides Gionis, Suhas Thejaswi
Pubblicato in: Proceedings of the ACM on Web Conference 2025, 2025, Pagina/e 4458-4469
Editore: ACM
DOI: 10.1145/3696410.3714857

Differentiable Learning Under Triage

Autori: Okati, Nastaran; De, Abir; Gomez-Rodriguez, Manuel
Pubblicato in: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Editore: Neural Information Processing Systems
DOI: 10.48550/arxiv.2103.08902

Bayesian persuasion in sequential decision-making

Autori: Gan, Jiarui; Majumdar, Rupak; Radanovic, Goran; Singla, Adish
Pubblicato in: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022, Pagina/e 5025-5033
Editore: AAAI Press
DOI: 10.1609/aaai.v36i5.20434

Counterfactual Token Generation in Large Language Models

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

Evaluation of Large Language Models via Coupled Token Generation

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

Towards Human-AI Complementarity with Prediction Sets

Autori: Giovanni De Toni, Manuel Gomez-Rodriguez, Nastaran Okati, Eleni Straitouri, Suhas Thejaswi
Pubblicato in: Advances in Neural Information Processing Systems 37, 2026, Pagina/e 31380-31409
Editore: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-0986

Narrowing Action Choices with AI Improves Human Sequential Decisions

Autori: E. Straitouri; S. Tsirtsis; A. Artola Velasco; M. Gomez Rodriguez
Pubblicato in: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Editore: AISTATS

On the Within-Group Fairness of Screening Classifiers

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

Towards Human-AI Complementarity in Matching Tasks

Autori: A. Arnaiz; N. Corvelo Benz; S. Thejaswi; N. Oliver; M. Gomez Rodriguez
Pubblicato in: ECML PKDD Workshop on Hybrid Human-Machine Learning and Decision Making, 2025
Editore: ECML PKDD

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

Autori: Stratis Tsirtsis, Manuel Gomez Rodriguez, Tobias Gerstenberg
Pubblicato in: Proceedings of the 46th Annual Conference of the Cognitive Science Society, 2025
Editore: Center for Open Science
DOI: 10.31234/osf.io/m4yad

Designing Decision Support Systems Using Counterfactual Prediction Sets

Autori: Straitouri, E.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Pubblicato in: Proceedings of the 41st International Conference on Machine Learning, Numero 16, 2024
Editore: ICML

Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets

Autori: Manuel Rodriguez, Eleni Straitouri, Suhas Thejaswi
Pubblicato in: Advances in Neural Information Processing Systems 37, 2026, Pagina/e 129443-129479
Editore: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-4113

Prediction-Powered Ranking of Large Language Models

Autori: Ivi Chatzi, Manuel Rodriguez, Eleni Straitouri, Suhas Thejaswi
Pubblicato in: Advances in Neural Information Processing Systems 37, 2026, Pagina/e 113096-113133
Editore: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-3594

Counterfactual Inference of Second Opinions

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

Finding Counterfactually Optimal Action Sequences in Continuous State Spaces

Autori: Tsirtsis, S.; Gomez Rodriguez, M. ; https://orcid.org/0000-0003-3930-1161
Pubblicato in: Advances in Neural Information Processing Systems 36, Numero 22, 2023
Editore: Neural Information Processing Systems

Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness

Autori: Jessie Finocchiaro, Roland Maio, Faidra Monachou, Gourab K Patro, Manish Raghavan, Ana-Andreea Stoica, Stratis Tsirtsis
Pubblicato in: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, 2025, Pagina/e 489-503
Editore: ACM
DOI: 10.1145/3442188.3445912

Admissible Policy Teaching through Reward Design

Autori: Banihashem, Kiarash; Singla, Adish; Gan, Jiarui; Radanovic, Goran
Pubblicato in: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022, Pagina/e 6037-6045
Editore: AAAI Press
DOI: 10.1609/aaai.v36i6.20550

Improving Screening Processes via Calibrated Subset Selection

Autori: Wang, Lequn; Joachims, Thorsten; Rodriguez, Manuel Gomez
Pubblicato in: Proceedings of the 39th International Conference on Machine Learning, 2022
Editore: PMLR
DOI: 10.48550/arxiv.2202.01147

Counterfactual Explanations in Sequential Decision Making Under Uncertainty

Autori: Tsirtsis, Stratis; De, Abir; Gomez-Rodriguez, Manuel
Pubblicato in: Advances in Neural Information Processing Systems 34, 2021, ISBN 9781713845393
Editore: Neural Information Processing Systems
DOI: 10.48550/arxiv.2107.02776

Auditing Pay-Per-Token in Large Language Models

Autori: A. Artola Velasco; S. Tsirtsis; M. Gomez Rodriguez
Pubblicato in: Proceedings of the Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics, 2026
Editore: AISTATS

Matchings, Predictions and Counterfactual Harm in Refugee Resettlement Processes

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