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Yanning Zhang

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Jul 2026

Meta-Exploiting Complementary Semantic Consistency for Cross-Domain Few-Shot Learning Promotion

Meta-learning has emerged as an effective solver for cross-domain few-shot learning (CD-FSL) tasks. Despite achieving obvious progress recently, the typical episodic learning paradigm often causes the feature embedding model collapsing into the simplicity bias pitfall, viz., the model tends to prioritize some shortcut...

Fei Zhou, Peng Wang, Lei Zhang et al. · 0 citations

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