Finding a Needle in a Haystack: The Traffic Analysis Version. - Abdullah Qasem; Sami Zhioua; Karima Makhlouf (Proc. Priv. Enhancing Technol., 2019)

On the Applicability of ML Fairness Notions. - Karima Makhlouf; Sami Zhioua; Catuscia Palamidessi (CoRR, 2020)

Survey on Causal-based Machine Learning Fairness Notions. - Karima Makhlouf; Sami Zhioua; Catuscia Palamidessi (CoRR, 2020)

Machine learning fairness notions: Bridging the gap with real-world applications. - Karima Makhlouf; Sami Zhioua; Catuscia Palamidessi (Inf. Process. Manag., 2021)

On the Applicability of Machine Learning Fairness Notions. - Karima Makhlouf; Sami Zhioua; Catuscia Palamidessi (SIGKDD Explor., 2021)

Causal Discovery for Fairness. - Ruta Binkyte; Karima Makhlouf; Carlos Pinzón; Sami Zhioua; Catuscia Palamidessi (AFCP, 2022)

Identifiability of Causal-based Fairness Notions: A State of the Art. - Karima Makhlouf; Sami Zhioua; Catuscia Palamidessi (CoRR, 2022)

Survey on Fairness Notions and Related Tensions. - Guilherme Alves 001; Fabien Bernier; Miguel Couceiro; Karima Makhlouf; Catuscia Palamidessi; Sami Zhioua (CoRR, 2022)

(Local) Differential Privacy has NO Disparate Impact on Fairness. - Héber Hwang Arcolezi; Karima Makhlouf; Catuscia Palamidessi (DBSec, 2023)

A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results. - Karima Makhlouf; Tamara Stefanovic; Héber Hwang Arcolezi; Catuscia Palamidessi (CSF, 2024)

When causality meets fairness: A survey. - Karima Makhlouf; Sami Zhioua; Catuscia Palamidessi (J. Log. Algebraic Methods Program., 2024)

Advancing Ethical and Responsible AI: Exploring Fairness, Privacy, and Explainability through Causal Perspectives. (Promouvoir l'IA éthique et responsable : explorer l'équité, la confidentialité et l'explicabilité à travers des perspectives causales). - Karima Makhlouf (2024)

On the impact of multi-dimensional local differential privacy on fairness. - Karima Makhlouf; Héber Hwang Arcolezi; Sami Zhioua; Ghassen Ben Brahim; Catuscia Palamidessi (Data Min. Knowl. Discov., 2024)

A Bias Injection Technique to Assess the Resilience of Causal Discovery Methods. - Martina Cinquini; Karima Makhlouf; Sami Zhioua; Catuscia Palamidessi; Riccardo Guidotti (IEEE Access, 2025)

Group fairness under obfuscated sensitive information. - Héber Hwang Arcolezi; Karima Makhlouf; Catuscia Palamidessi (J. Comput. Secur., 2025)