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
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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
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
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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
Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches
Author(s):
Israel Abebe Azime, Deborah D. Kanubala, Tejumade Afonja, Mario Fritz, Isabel Valera, Dietrich Klakow, Philipp Slusallek
Published in:
ACL Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025
Publisher:
ACL Anthology
On the Misalignment Between Legal Notions and Statistical Metrics of Intersectional Fairness
Author(s):
Deborah D. Kanubala and Isabel Valera
Published in:
AAAI / ACM Conference on AI, Ethics, and Society, 2025
Publisher:
AAAI Press
Designing Long-term Group Fair Policies in Dynamical Systems
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Author(s):
Rateike, Miriam; Valera, Isabel; Forré, Patrick
Published in:
2024
Publisher:
Association for Computing Machinery
DOI:
10.1145/3630106.3658538
