A Bandit-Based Algorithm for Fairness-Aware Hyperparameter Optimization. - André Ferreira Cruz; Pedro Saleiro; Catarina G. Belém; Carlos Soares; Pedro Bizarro (CoRR, 2020)

Teaching the Machine to Explain Itself using Domain Knowledge. - Vladimir Balayan; Pedro Saleiro; Catarina G. Belém; Ludwig Krippahl; Pedro Bizarro (CoRR, 2020)

How can I choose an explainer?: An Application-grounded Evaluation of Post-hoc Explanations. - Sérgio M. Jesus; Catarina G. Belém; Vladimir Balayan; João Bento 002; Pedro Saleiro; Pedro Bizarro; João Gama 001 (FAccT, 2021)

Promoting Fairness through Hyperparameter Optimization. - André Ferreira Cruz; Pedro Saleiro; Catarina G. Belém; Carlos Soares; Pedro Bizarro (ICDM, 2021)

Weakly Supervised Multi-task Learning for Concept-based Explainability. - Catarina G. Belém; Vladimir Balayan; Pedro Saleiro; Pedro Bizarro (CoRR, 2021)

FairGBM: Gradient Boosting with Fairness Constraints. - André Ferreira Cruz; Catarina G. Belém; João Bravo; Pedro Saleiro; Pedro Bizarro (ICLR, 2023)

Perceptions of Linguistic Uncertainty by Language Models and Humans. - Catarina G. Belém; Markelle Kelly; Mark Steyvers; Sameer Singh 001; Padhraic Smyth (EMNLP, 2024)

Are Models Biased on Text without Gender-related Language? - Catarina G. Belém; Preethi Seshadri; Yasaman Razeghi; Sameer Singh 001 (ICLR, 2024)

The Calibration Gap between Model and Human Confidence in Large Language Models. - Mark Steyvers; Heliodoro Tejeda Lemus; Aakriti Kumar; Catarina G. Belém; Sheer Karny; Xinyue Hu; Lukas William Mayer; Padhraic Smyth (CoRR, 2024)

From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization. - Catarina G. Belém; Pouya Pezeskhpour; Hayate Iso; Seiji Maekawa; Nikita Bhutani; Estevam Hruschka (CoRR, 2024)

From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization. - Catarina G. Belém; Pouya Pezeshkpour; Hayate Iso; Seiji Maekawa; Nikita Bhutani; Estevam Hruschka (NAACL (Findings), 2025)

What large language models know and what people think they know. - Mark Steyvers; Heliodoro Tejeda Lemus; Aakriti Kumar; Catarina G. Belém; Sheer Karny; Xinyue Hu; Lukas William Mayer; Padhraic Smyth (Nat. Mac. Intell., 2025)

Semantic Probabilistic Control of Language Models. - Kareem Ahmed; Catarina G. Belém; Padhraic Smyth; Sameer Singh 001 (CoRR, 2025)