Sofie Goethals

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 13

Top Topics

Logical Framework

Machine Learning

Top Venues

Publications

Sofie Goethals, David Martens, Toon Calders
PreCoF: counterfactual explanations for fairness. Mach. Learn. 113 (5) (2024)
Sofie Goethals, Eoin Delaney, Brent D. Mittelstadt, Chris Russell
Resource-constrained Fairness. CoRR (2024)
Lauren Rhue, Sofie Goethals, Arun Sundararajan
Evaluating LLMs for Gender Disparities in Notable Persons. CoRR (2024)
Sofie Goethals, Toon Calders, David Martens
Beyond Accuracy-Fairness: Stop evaluating bias mitigation methods solely on between-group metrics. CoRR (2024)
Travis Greene, Sofie Goethals, David Martens, Galit Shmueli
Monetizing Explainable AI: A Double-edged Sword. CoRR (2023)
Sofie Goethals, David Martens, Theodoros Evgeniou
Manipulation Risks in Explainable AI: The Implications of the Disagreement Problem. CoRR (2023)
Raphael Mazzine Barbosa de Oliveira, Sofie Goethals, Dieter Brughmans, David Martens
Unveiling the Potential of Counterfactuals Explanations in Employability. CoRR (2023)
Sofie Goethals, Sandra C. Matz, Foster J. Provost, Yanou Ramon, David Martens
The Impact of Cloaking Digital Footprints on User Privacy and Personalization. CoRR (2023)
Sofie Goethals, Kenneth Sörensen, David Martens
The Privacy Issue of Counterfactual Explanations: Explanation Linkage Attacks. ACM Trans. Intell. Syst. Technol. 14 (5) (2023)
Sofie Goethals, David Martens, Toon Calders
Explainability Methods to Detect and Measure Discrimination in Machine Learning Models. EWAF (2023)
Tom Vermeire, Dieter Brughmans, Sofie Goethals, Raphael Mazzine Barbossa de Oliveira, David Martens
Explainable image classification with evidence counterfactual. Pattern Anal. Appl. 25 (2) (2022)
Sofie Goethals, David Martens, Theodoros Evgeniou
The non-linear nature of the cost of comprehensibility. J. Big Data 9 (1) (2022)
Sofie Goethals, Kenneth Sörensen, David Martens
The privacy issue of counterfactual explanations: explanation linkage attacks. CoRR (2022)