Advancing Analytic Class-Incremental Learning through Vision-Language Calibration

Binyu Zhao, Wei Zhang, Xingrui Yu +2

Class-incremental learning (CIL) with pre-trained models (PTMs) faces a critical trade-off between efficient adaptation and long-term stability. While analytic learning enables rap…