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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Yutaka Arakawa

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Book Open access Oct 2026

GRoFA: Noise-Gated Adapters for Jointly Fair and Robust Face Embeddings

Face recognition is a fundamental technology in social interaction systems. However, face recognition systems exhibit demographic accuracy disparities that worsen under image degradation. Existing methods address bias mitigation and noise robustness independently; as a result, debiased embeddings remain fragile under r...

Amu Suemoto, Yutaka Arakawa, Tsunenori Mine · 0 citations
Book Open access Oct 2026

GRoFA: Noise-Gated Adapters for Jointly Fair and Robust Face Embeddings

Face recognition is a fundamental technology in social interaction systems. However, face recognition systems exhibit demographic accuracy disparities that worsen under image degradation. Existing methods address bias mitigation and noise robustness independently; as a result, debiased embeddings remain fragile under r...

Amu Suemoto, Yutaka Arakawa, Tsunenori Mine · 0 citations

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