2026
Consistency-Driven Calibration and Matching for Few-Shot Class Incremental Learning
ICLR 2026poster
Few-Shot Class Incremental Learning (FSCIL) is crucial for adapting to the complex open-world environments. Contemporary prospective learning-based space construction methods struggle to balance old and new knowledge, as prototype bias and rigid structures limit the expressive capacity of the embedd…