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C-Score: Beyond Accuracy for Robustness Assessment in Semi-Supervised Learning under Open-World Unlabeled Contamination

arXiv cs.LG ↗ · 2026-08-24 Cached

The paper introduces C-Score, a diagnostic framework for evaluating pseudo-label-based semi-supervised learning under open-world unlabeled contamination, demonstrating that clean accuracy is insufficient to detect hidden performance degradation.

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