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@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-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{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}

}