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Sofie Goethals
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Explainable image classification with evidence counterfactual
T Vermeire, D Brughmans, S Goethals, RMB De Oliveira, D Martens
Pattern Analysis and Applications 25 (2), 315-335, 2022
812022
The privacy issue of counterfactual explanations: explanation linkage attacks
S Goethals, K Sörensen, D Martens
ACM Transactions on Intelligent Systems and Technology 14 (5), 1-24, 2023
142023
The non-linear nature of the cost of comprehensibility
S Goethals, D Martens, T Evgeniou
Journal of Big Data 9 (1), 1-23, 2022
142022
PreCoF: counterfactual explanations for fairness
S Goethals, D Martens, T Calders
Machine Learning, 1-32, 2023
112023
Counterfactual Explanations for employment services
R Mazzine, S Goethals, D Brughmans, D Martens
International workshop on Fair, Effective And Sustainable Talent management …, 2021
42021
Monetizing explainable ai: A double-edged sword
T Greene, S Goethals, D Martens, G Shmueli
arXiv preprint arXiv:2304.06483, 2023
32023
Beyond Accuracy-Fairness: Stop evaluating bias mitigation methods solely on between-group metrics
S Goethals, T Calders, D Martens
arXiv preprint arXiv:2401.13391, 2024
12024
Manipulation Risks in Explainable AI: The Implications of the Disagreement Problem
S Goethals, D Martens, T Evgeniou
arXiv preprint arXiv:2306.13885, 2023
12023
Explainability Methods to Detect and Measure Discrimination in Machine Learning Models
S Goethals, D Martens, T Calders
European Workshop on Algorithmic Fairness, 2023
12023
Evaluating LLMs for Gender Disparities in Notable Persons
L Rhue, S Goethals, A Sundararajan
arXiv preprint arXiv:2403.09148, 2024
2024
The Impact of Cloaking Digital Footprints on User Privacy and Personalization
S Goethals, S Matz, F Provost, Y Ramon, D Martens
arXiv preprint arXiv:2312.15000, 2023
2023
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Artikelen 1–11