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cs.LG2026
Reliability-Aware Checkpoint Selection for Domain Generalization
Jinshi Liu, Jiahao Li, Pan Liu +5
Checkpoint selection in domain generalization often relies on source-validation accuracy, yet the selected checkpoint need not provide reliable probabilities on unseen target domai…
cs.LG2026
CoVar: Confidence-Variance-Guided Pseudo-Label Selection for Semi-Supervised Learning
Jinshi Liu, Lei He, Pan Liu
Pseudo-label selection in semi-supervised learning is commonly driven by maximum-confidence thresholds, yet confidence alone can be unreliable under model overconfidence and class…