Marybeth Defrance

Conference Paper
P1
open access

ABCFair : an adaptable benchmark approach for comparing fairness methods

Marybeth Defrance (UGent) , Maarten Buyl (UGent) and Tijl De Bie (UGent)

(2025) PROCEEDINGS OF MACHINE LEARNING RESEARCH. 294. p.383-388

Miscellaneous

Biased heritage : how datasets shape models in facial expression recognition

Iris Dominguez-Catena, Daniel Paternain, Mikel Galar, Marybeth Defrance (UGent) , Maarten Buyl (UGent) and Tijl De Bie (UGent)

(2025)

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Journal Article
A1
open access

Maximal combinations of fairness definitions

Marybeth Defrance (UGent) and Tijl De Bie (UGent)

(2025) JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH. 82. p.1495-1579

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BiMi sheets for bias mitigation methods

Marybeth Defrance (UGent) , Maarten Buyl (UGent) , Guillaume Bied (UGent) , Jefrey Lijffijt (UGent) and Tijl De Bie (UGent)

(2024) BNAIC/BeNeLearn 2024, Abstracts.

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ABCFair : an adaptable benchmark approach for comparing fairness methods

Marybeth Defrance (UGent) , Maarten Buyl (UGent) and Tijl De Bie (UGent)

(2024) Advances in Neural Information Processing Systems 37 (NeurIPS 2024). In Advances in neural information processing systems 37. p.40145-40163

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Conference Paper
C1
open access

fairret : a framework for differentiable fairness regularization terms

Marybeth Defrance (UGent) , Maarten Buyl (UGent) and Tijl De Bie (UGent)

(2024) EWAF24 2024 : European Workshop on Algorithmic Fairness : proceedings of the 3rd European Workshop on Algorithmic Fairness. In CEUR workshop proceedings 3908.

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Miscellaneous

Fairness in AI : two philosophies or just one?

Marybeth Defrance (UGent)

(2024) ICLR Blogposts 2024.

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Conference Paper
C1
open access

FAIRRET : a framework for differentiable fairness regularization terms

Maarten Buyl (UGent) , Marybeth Defrance (UGent) and Tijl De Bie (UGent)

(2024) ICLR 2024 : the Twelfth International Conference on Learning Representations, Proceedings.

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Miscellaneous

Fairret : a framework for differentiable fairness regularization terms

Maarten Buyl (UGent) , Marybeth Defrance (UGent) and Tijl De Bie (UGent)

(2023)

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Maximal fairness

Marybeth Defrance (UGent) and Tijl De Bie (UGent)

(2023) PROCEEDINGS OF THE 6TH ACM CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY, FACCT 2023. p.851-880

Academic Bibliography

Marybeth Defrance

ABCFair : an adaptable benchmark approach for comparing fairness methods

Biased heritage : how datasets shape models in facial expression recognition

Maximal combinations of fairness definitions

BiMi sheets for bias mitigation methods

ABCFair : an adaptable benchmark approach for comparing fairness methods

fairret : a framework for differentiable fairness regularization terms

Fairness in AI : two philosophies or just one?

FAIRRET : a framework for differentiable fairness regularization terms

Fairret : a framework for differentiable fairness regularization terms

Maximal fairness

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