Karima Makhlouf

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 15

Top Topics

Causal Discovery

Machine Learning

Differential Privacy

Top Venues

J. Log. Algebraic Methods Program.

Inf. Process. Manag.

Publications

Karima Makhlouf, Héber Hwang Arcolezi, Sami Zhioua, Ghassen Ben Brahim, Catuscia Palamidessi
On the impact of multi-dimensional local differential privacy on fairness. Data Min. Knowl. Discov. 38 (4) (2024)
Karima Makhlouf, Tamara Stefanovic, Héber Hwang Arcolezi, Catuscia Palamidessi
A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results. CoRR (2024)
Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi
When causality meets fairness: A survey. J. Log. Algebraic Methods Program. 141 (2024)
Héber Hwang Arcolezi, Karima Makhlouf, Catuscia Palamidessi
(Local) Differential Privacy has NO Disparate Impact on Fairness. CoRR (2023)
Karima Makhlouf, Héber Hwang Arcolezi, Sami Zhioua, Ghassen Ben Brahim, Catuscia Palamidessi
On the Impact of Multi-dimensional Local Differential Privacy on Fairness. CoRR (2023)
Héber Hwang Arcolezi, Karima Makhlouf, Catuscia Palamidessi
(Local) Differential Privacy has NO Disparate Impact on Fairness. DBSec (2023)
Ruta Binkyte, Karima Makhlouf, Carlos Pinzón, Sami Zhioua, Catuscia Palamidessi
Causal Discovery for Fairness. AFCP (2022)
Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi
Identifiability of Causal-based Fairness Notions: A State of the Art. CoRR (2022)
Guilherme Alves, Fabien Bernier, Miguel Couceiro, Karima Makhlouf, Catuscia Palamidessi, Sami Zhioua
Survey on Fairness Notions and Related Tensions. CoRR (2022)
Ruta Binkyte-Sadauskiene, Karima Makhlouf, Carlos Pinzón, Sami Zhioua, Catuscia Palamidessi
Causal Discovery for Fairness. CoRR (2022)
Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi
On the Applicability of Machine Learning Fairness Notions. SIGKDD Explor. 23 (1) (2021)
Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi
Machine learning fairness notions: Bridging the gap with real-world applications. Inf. Process. Manag. 58 (5) (2021)
Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi
Survey on Causal-based Machine Learning Fairness Notions. CoRR (2020)
Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi
On the Applicability of ML Fairness Notions. CoRR (2020)
Abdullah Qasem, Sami Zhioua, Karima Makhlouf
Finding a Needle in a Haystack: The Traffic Analysis Version. Proc. Priv. Enhancing Technol. 2019 (2) (2019)