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

Conference proceedings (8)

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

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

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 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

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

Peer reviewed articles (4)

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

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