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20232026
most citedEnhancing Cross-Dataset Performance of Distracted Driving Detection With Score Softmax Classifier And Dynamic Gaussian Smoothing Supervision

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stat.ML2025

On the Hardness of Unsupervised Domain Adaptation: Optimal Learners and Information-Theoretic Perspective

Zhiyi Dong, Zixuan Liu, Yongyi Mao

This paper studies the hardness of unsupervised domain adaptation (UDA) under covariate shift. We model the uncertainty that the learner faces by a distribution in the ground-t…