Machine Learning – Publications

@article{Eisenhut2025OnPG,

title = {On Picking Good Policies: Leveraging Action-Policy Testing in Policy Training},

author = {Jan Eisenhut and Daniel Fivser and Isabel Valera and J¨org Hoffmann},

url = {https://api.semanticscholar.org/CorpusID:281347744},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {Proceedings of the International Conference on Automated Planning and Scheduling},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Eniser2025UsingAT,

title = {Using Action-Policy Testing in RL to Reduce the Number of Bugs},

author = {Hasan Ferit Eniser and Songtuan Lin and Nicola Müller and Anastasia Isychev and Valentin Wüstholz and Isabel Valera and J¨org Hoffmann and Maria Christakis},

url = {https://api.semanticscholar.org/CorpusID:280219509},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {Proceedings of the International Symposium on Combinatorial Search},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2503-14321,

title = {COPA: Comparing the Incomparable to Explore the Pareto Front},

author = {Adrián Javaloy and Antonio Vergari and Isabel Valera},

url = {https://doi.org/10.48550/arXiv.2503.14321},

doi = {10.48550/ARXIV.2503.14321},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2503.14321},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2503-15114,

title = {DeCaFlow: A Deconfounding Causal Generative Model},

author = {Alejandro Almodóvar and Adrián Javaloy and Juan Parras and Santiago Zazo and Isabel Valera},

url = {https://doi.org/10.48550/arXiv.2503.15114},

doi = {10.48550/ARXIV.2503.15114},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2503.15114},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2503-22454,

title = {A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination},

author = {Ayan Majumdar and Deborah Dormah Kanubala and Kavya Gupta and Isabel Valera},

url = {https://doi.org/10.48550/arXiv.2503.22454},

doi = {10.48550/ARXIV.2503.22454},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2503.22454},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2504-16580,

title = {Hyper-Transforming Latent Diffusion Models},

author = {Ignacio Peis and Batuhan Koyuncu and Isabel Valera and Jes Frellsen},

url = {https://doi.org/10.48550/arXiv.2504.16580},

doi = {10.48550/ARXIV.2504.16580},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2504.16580},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2506-01544,

title = {Temporal Variational Implicit Neural Representations},

author = {Batuhan Koyuncu and Rachael DeVries and Ole Winther and Isabel Valera},

url = {https://doi.org/10.48550/arXiv.2506.01544},

doi = {10.48550/ARXIV.2506.01544},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2506.01544},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2506-05014,

title = {Towards Reasonable Concept Bottleneck Models},

author = {Nektarios Kalampalikis and Kavya Gupta and Georgi Vitanov and Isabel Valera},

url = {https://doi.org/10.48550/arXiv.2506.05014},

doi = {10.48550/ARXIV.2506.05014},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2506.05014},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2508-21512,

title = {Accept or Deny? Evaluating LLM Fairness and Performance in Loan  Approval across Table-to-Text Serialization Approaches},

author = {Israel Abebe Azime and Deborah Dormah Kanubala and Tejumade Afonja and Mario Fritz and Isabel Valera and Dietrich Klakow and Philipp Slusallek},

url = {https://doi.org/10.48550/arXiv.2508.21512},

doi = {10.48550/ARXIV.2508.21512},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2508.21512},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2505-00439,

title = {Per-Domain Generalizing Policies: On Validation Instances and Scaling  Behavior},

author = {Timo P. Gros and Nicola J. Müller and Daniel Fiser and Isabel Valera and Verena Wolf and Jörg Hoffmann},

url = {https://doi.org/10.48550/arXiv.2505.00439},

doi = {10.48550/ARXIV.2505.00439},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2505.00439},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2509-22291,

title = {Bridging Fairness and Explainability: Can Input-Based Explanations  Promote Fairness in Hate Speech Detection?},

author = {Yifan Wang and Mayank Jobanputra and Ji-Ung Lee and Soyoung Oh and Isabel Valera and Vera Demberg},

url = {https://doi.org/10.48550/arXiv.2509.22291},

doi = {10.48550/ARXIV.2509.22291},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {CoRR},

volume = {abs/2509.22291},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Kanubala2025OnTM,

title = {On the Misalignment Between Legal Notions and Statistical Metrics of Intersectional Fairness},

author = {Deborah Dormah Kanubala and Isabel Valera},

url = {https://api.semanticscholar.org/CorpusID:282175621},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Uth2025PersonalizingEI,

title = {Personalizing explanations in AI-based decisions: The effects of personalization and (Mis)aligning with individual preferences},

author = {Richard Uth and Nelli Niemitz and Isabel Valera and Markus Langer},

url = {https://api.semanticscholar.org/CorpusID:283171660},

year  = {2025},

date = {2025-01-01},

urldate = {2025-01-01},

journal = {Computers in Human Behavior},

keywords = {},

pubstate = {published},

tppubtype = {article}

}