Search Results for author: Ching-Hao Chiu

Found 5 papers, 0 papers with code

Toward Fairness via Maximum Mean Discrepancy Regularization on Logits Space

no code implementations20 Feb 2024 Hao-Wei Chung, Ching-Hao Chiu, Yu-Jen Chen, Yiyu Shi, Tsung-Yi Ho

Fairness has become increasingly pivotal in machine learning for high-risk applications such as machine learning in healthcare and facial recognition.

Fairness

Achieve Fairness without Demographics for Dermatological Disease Diagnosis

no code implementations16 Jan 2024 Ching-Hao Chiu, Yu-Jen Chen, Yawen Wu, Yiyu Shi, Tsung-Yi Ho

To overcome this, we propose a method enabling fair predictions for sensitive attributes during the testing phase without using such information during training.

Attribute Fairness

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