Research Explorer

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Researcher

Marybeth Defrance

Publications & Research Data

Awards & Distinctions

12 Results

2026

Biased heritage : how datasets shape models in facial expression recognition

Iris Dominguez-CatenaDaniel PaternainMikel GalarMarybeth DefranceMaarten BuylTijl De Bie

A1 Journal Article in IEEE TRANSACTIONS ON AFFECTIVE COMPUTING

Towards better evaluation and understanding of group fairness in AI

Marybeth DefranceTijl De BieJefrey Lijffijt

2025

ABCFair : an adaptable benchmark approach for comparing fairness methods

Marybeth DefranceMaarten BuylTijl De Bie

Biased heritage : how datasets shape models in facial expression recognition

Iris Dominguez-CatenaDaniel PaternainMikel GalarMarybeth DefranceMaarten BuylTijl De Bie

Maximal combinations of fairness definitions

Marybeth DefranceTijl De Bie

A1 Journal Article in JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

2024

ABCFair : an adaptable benchmark approach for comparing fairness methods

Marybeth DefranceMaarten BuylTijl De Bie

BiMi sheets for bias mitigation methods

Marybeth DefranceMaarten BuylGuillaume BiedJefrey LijffijtTijl De Bie

Fairness in AI : two philosophies or just one?

Marybeth Defrance

fairret : a framework for differentiable fairness regularization terms

Marybeth DefranceMaarten BuylTijl De Bie

FAIRRET : a framework for differentiable fairness regularization terms

Maarten BuylMarybeth DefranceTijl De Bie

2023

Fairret : a framework for differentiable fairness regularization terms

Maarten BuylMarybeth DefranceTijl De Bie

Maximal fairness

Marybeth DefranceTijl De Bie