Author

Zhenghe Xie

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#machine learning Preprint Sep 2026

Visual Branch is What You Need for CLIP-based Class-Incremental Learning

Class-Incremental Learning (CIL) requires models to recognize new classes over time without forgetting previously learned ones. With the rise of vision-language pre-training, CLIP has become a strong foundation for CIL. A common design in CLIP-based CIL is to construct textual classifier weights by encoding class-name...

Tao Hu, Zheng-He Xie, Jing-Cai Guo et al. · 0 citations

Preprint Aug 2026

Task-Anchored Representation Shaping for Pre-Trained Model-Based Continual Learning

TAILS resolves cross-task ambiguity at the representation level, while leaving the original PTM, method-specific modules, and classifier unchanged, and can improve classification and task-inference performance with modest parameter overhead and negligible inference cost.

Zhiming Xu, Huiyu Yi, Zheng-He Xie et al. · 0 citations