2 papers
cs.LG2026
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…
cs.CV2025
MCE: Towards a General Framework for Handling Missing Modalities under Imbalanced Missing Rates
Binyu Zhao, Wei Zhang, Zhaonian Zou
Multi-modal learning has made significant advances across diverse pattern recognition applications. However, handling missing modalities, especially under imbalanced missing rates,…