Society-Aware Machine Learning: The paradigm shift demanded by society to trust machine learning.

Project Information

SAML

Grant agreement ID: 101040177

DOI

10.3030/101040177

EC signature date 3 February 2022

Start date 1 February 2023

End date 31 January 2028

Funded under

• European Research Council (ERC)

Total cost

€ 1 499 845,00

EU contribution

€ 1 499 845,00

Coordinated by

UNIVERSITAT DES SAARLANDES
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

Other (2)

A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination

Author(s): Ayan Majumdar, Deborah D. Kanubala, Kavya Gupta, Isabel Valera
Published in: 2025
Publisher: ArXiv

COPA: Comparing the Incomparable to Explore the Pareto Front

Author(s): Javaloy, Adrián; Vergari, Antonio; Valera, Isabel;
Published in: 2025
Publisher: ArXiv
DOI: 10.48550/arxiv.2503.14321

Conference proceedings (6)

Fairness Beyond Binary Decisions: A Case Study on German Credit.

Author(s): Deborah D Kanubala, Isabel Valera, Kavya Gupta
Published in: 2024
Publisher: European Workshop on. Algorithmic Fairness (EWAF'24)

A Practical Approach to Causal Inference over Time

Author(s): Cinquini, Martina; Beretta, Isacco; Ruggieri, Salvatore; Valera, Isabel
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2025
Publisher: AAAI Press
DOI: 10.48550/ARXIV.2410.10502

A Practical Approach to Causal Inference over Time

Author(s): Cinquini, Martina; Beretta, Isacco; Ruggieri, Salvatore; Valera, Isabel;
Published in: 2025
Publisher: Association for the Advancement of Artificial Intelligence
DOI: 10.48550/arXiv.2410.10502

Hyper-Transforming Latent Diffusion Models

Author(s): Ignacio Peis, Batuhan Koyuncu, Isabel Valera, Jes Frellsen
Published in: International Conference on Machine Learning, 2025
Publisher: Proceedings of Machine Learning Research through the Journal of Machine Learning Research

DeCaFlow: A Deconfounding Causal Generative Model

Author(s): Alejandro Almodóvar, Adrián Javaloy, Juan Parras, Santiago Zazo, Isabel Valera
Published in: Conference on Neural Information Processing Systems, 2025
Publisher: ArXiv
DOI: 10.48550/ARXIV.2503.15114

Designing Long-term Group Fair Policies in Dynamical Systems

Author(s): Rateike, Miriam; Valera, Isabel; Forré, Patrick
Published in: 2024
Publisher: Association for Computing Machinery
DOI: 10.1145/3630106.3658538