Scholar

Isabel Valera

Google Scholar ID: cpdQqpsAAAAJ

Saarland University and Max Planck Institute for Software Systems

Machine LearningProbabilistic MethodsEthical Machine Learning

Homepage↗Google Scholar↗

Citations & Impact

All-time

Citations

6,930

H-index

27

i10-index

38

Publications

20

Co-authors

19

list available

Contact

No contact links provided.

Publications

11 items

From Universal to Individualized Actionability: Revisiting Personalization in Algorithmic Recourse

2026

Cited

0

Per-Domain Generalizing Policies: On Learning Efficient and Robust Q-Value Functions (Extended Version with Technical Appendix)

2026

Cited

0

Hellinger Multimodal Variational Autoencoders

arXiv.org · 2026

Cited

0

Bridging Fairness and Explainability: Can Input-Based Explanations Promote Fairness in Hate Speech Detection?

2025

Cited

0

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches

2025

Cited

0

Towards Reasonable Concept Bottleneck Models

2025

Cited

0

Temporal Variational Implicit Neural Representations

2025

Cited

0

Per-Domain Generalizing Policies: On Validation Instances and Scaling Behavior

2025

Cited

0

Resume (English only)

Co-authors

19 total

Manuel Gomez Rodriguez

Faculty, Max Planck Institute for Software Systems (MPI-SWS)

Krishna P. Gummadi

Head, Networked Systems Group, MPI-SWS

Muhammad Bilal Zafar

Ruhr University Bochum & Research Center for Trustworthy Data Science and Security

Bernhard Schölkopf

Director, Max Planck Institute for Intelligent Systems & ELLIS Institute Tübingen; Professor at ETH

Zoubin Ghahramani

Professor, University of Cambridge, and VP of Research, Google DeepMind

Director of Research, Machine Learning, University of Cambridge

Fernando Perez-Cruz

Sr Adviser, Innovation at Bank for International Settlements

Francisco J. R. Ruiz

Research Scientist at Deepmind