FairShades: Fairness Auditing via Explainability in Abusive Language Detection Systems. - Marta Marchiori Manerba; Riccardo Guidotti (CogMI, 2021)

Investigating Debiasing Effects on Classification and Explainability. - Marta Marchiori Manerba; Riccardo Guidotti (AIES, 2022)

Bias Discovery within Human Raters: A Case Study of the Jigsaw Dataset. - Marta Marchiori Manerba; Riccardo Guidotti; Lucia C. Passaro; Salvatore Ruggieri (NLPerspectives@LREC, 2022)

LeaningTower@LT-EDI-ACL2022: When Hope and Hate Collide. - Arianna Muti; Marta Marchiori Manerba; Katerina Korre; Alberto Barrón-Cedeño (LT-EDI, 2022)

Exposing Racial Dialect Bias in Abusive Language Detection: Can Explainability Play a Role? - Marta Marchiori Manerba; Virginia Morini (PKDD/ECML Workshops (1), 2022)

GenFair: A Genetic Fairness-Enhancing Data Generation Framework. - Federico Mazzoni; Marta Marchiori Manerba; Martina Cinquini; Riccardo Guidotti; Salvatore Ruggieri (DS, 2023)

User-Driven Counterfactual Generator: A Human Centered Exploration. - Isacco Beretta; Eleonora Cappuccio; Marta Marchiori Manerba (xAI (Late-breaking Work, Demos, Doctoral Consortium), 2023)

Fairness Auditing, Explanation and Debiasing in Linguistic Data and Language Models. - Marta Marchiori Manerba (xAI (Late-breaking Work, Demos, Doctoral Consortium), 2023)

Beyond Headlines: A Corpus of Femicides News Coverage in Italian Newspapers. - Eleonora Cappuccio; Benedetta Muscato; Laura Pollacci; Marta Marchiori Manerba; Clara Punzi; Chandana Mala; Margherita Lalli; Gizem Gezici; Michela Natilli; Fosca Giannotti (CLiC-it, 2024)

Women's Professions and Targeted Misogyny Online. - Alessio Cascione; Aldo Cerulli; Marta Marchiori Manerba; Lucia C. Passaro (CLiC-it, 2024)

Investigating the Hurtfulness of Misogynistic Tweets Across Professions. - Alessio Cascione; Aldo Cerulli; Marta Marchiori Manerba; Lucia C. Passaro (DS (LB), 2024)

Social Bias Probing: Fairness Benchmarking for Language Models. - Marta Marchiori Manerba; Karolina Stanczak; Riccardo Guidotti; Isabelle Augenstein (EMNLP, 2024)

Eliciting Discrimination Risks in Algorithmic Systems: Taxonomies and Recommendations. - Marta Marchiori Manerba (EWAF, 2024)

An Interactive Interface for Feature Space Navigation. - Eleonora Cappuccio; Isacco Beretta; Marta Marchiori Manerba; Salvatore Rinzivillo (HHAI, 2024)

FairBelief - Assessing Harmful Beliefs in Language Models. - Mattia Setzu; Marta Marchiori Manerba; Pasquale Minervini; Debora Nozza (CoRR, 2024)

Mapping the landscape of ethical considerations in explainable AI research. - Luca Nannini; Marta Marchiori Manerba; Isacco Beretta (Ethics Inf. Technol., 2024)