Fairness and Ethics Towards Transparent AI: Facing the ChalLEnge Through Model Debiasing


BAdd: Bias Mitigation through Bias Addition
Ioannis Sarridis,
Christos Koutlis,
Symeon Papadopoulos,
Christos Diou
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Sarridis_2025_ICCV, author = {Sarridis, Ioannis and Koutlis, Christos and Papadopoulos, Symeon and Diou, Christos}, title = {BAdd: Bias Mitigation through Bias Addition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {7673-7682} }

Evaluating the Impact of Racial Cues on MLLMs Judgements of Politeness and Offensiveness
Mahammed Kamruzzaman,
Gene Louis Kim
[pdf] [supp]
[bibtex]
@InProceedings{Kamruzzaman_2025_ICCV, author = {Kamruzzaman, Mahammed and Kim, Gene Louis}, title = {Evaluating the Impact of Racial Cues on MLLMs Judgements of Politeness and Offensiveness}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {7663-7672} }

Modeling Cognitive and Implicit Biases in Multi-Agent Medical Systems for Clinical Diagnoses
Niyel Hassan,
Benjamin Liu,
Raghav Thallapragada,
Ryan Bui,
Nishant Chinta,
Ayushman Bisht,
Dev J. Chaliha,
Kevin Zhu
[pdf] [supp]
[bibtex]
@InProceedings{Hassan_2025_ICCV, author = {Hassan, Niyel and Liu, Benjamin and Thallapragada, Raghav and Bui, Ryan and Chinta, Nishant and Bisht, Ayushman and Chaliha, Dev J. and Zhu, Kevin}, title = {Modeling Cognitive and Implicit Biases in Multi-Agent Medical Systems for Clinical Diagnoses}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {7654-7662} }

Fairness Without Labels: Pseudo-Balancing for Bias Mitigation in Face Gender Classification
Haohua Dong,
Ana Manzano Rodríguez,
Camille Guinaudeau,
Shin'ichi Satoh
[pdf]
[bibtex]
@InProceedings{Dong_2025_ICCV, author = {Dong, Haohua and Rodr{\'\i}guez, Ana Manzano and Guinaudeau, Camille and Satoh, Shin'ichi}, title = {Fairness Without Labels: Pseudo-Balancing for Bias Mitigation in Face Gender Classification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {7683-7692} }