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ORCIDSofie Goethals
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2020 – today
- 2024
[j4]Sofie Goethals
, David Martens, Toon Calders:
PreCoF: counterfactual explanations for fairness. Mach. Learn. 113(5): 3111-3142 (2024)- [i8]Sofie Goethals, Toon Calders, David Martens:
Beyond Accuracy-Fairness: Stop evaluating bias mitigation methods solely on between-group metrics. CoRR abs/2401.13391 (2024) - [i7]Lauren Rhue, Sofie Goethals, Arun Sundararajan:
Evaluating LLMs for Gender Disparities in Notable Persons. CoRR abs/2403.09148 (2024) - [i6]Sofie Goethals, Eoin Delaney, Brent D. Mittelstadt, Chris Russell:
Resource-constrained Fairness. CoRR abs/2406.01290 (2024) - 2023
- [j3]Sofie Goethals, Kenneth Sörensen, David Martens:
The Privacy Issue of Counterfactual Explanations: Explanation Linkage Attacks. ACM Trans. Intell. Syst. Technol. 14(5): 83:1-83:24 (2023) - [c1]Sofie Goethals, David Martens, Toon Calders:
Explainability Methods to Detect and Measure Discrimination in Machine Learning Models. EWAF 2023 - [i5]Travis Greene, Sofie Goethals, David Martens, Galit Shmueli:
Monetizing Explainable AI: A Double-edged Sword. CoRR abs/2304.06483 (2023) - [i4]Raphael Mazzine Barbosa de Oliveira, Sofie Goethals, Dieter Brughmans, David Martens:
Unveiling the Potential of Counterfactuals Explanations in Employability. CoRR abs/2305.10069 (2023) - [i3]Sofie Goethals, David Martens, Theodoros Evgeniou:
Manipulation Risks in Explainable AI: The Implications of the Disagreement Problem. CoRR abs/2306.13885 (2023) - [i2]Sofie Goethals, Sandra C. Matz, Foster J. Provost, Yanou Ramon, David Martens:
The Impact of Cloaking Digital Footprints on User Privacy and Personalization. CoRR abs/2312.15000 (2023) - 2022
- [j2]Sofie Goethals, David Martens, Theodoros Evgeniou:
The non-linear nature of the cost of comprehensibility. J. Big Data 9(1): 30 (2022) - [j1]Tom Vermeire, Dieter Brughmans, Sofie Goethals, Raphael Mazzine Barbossa de Oliveira, David Martens:
Explainable image classification with evidence counterfactual. Pattern Anal. Appl. 25(2): 315-335 (2022) - [i1]Sofie Goethals, Kenneth Sörensen, David Martens:
The privacy issue of counterfactual explanations: explanation linkage attacks. CoRR abs/2210.12051 (2022)
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