EfficientFSL: Enhancing Few-Shot Classification via Query-Only Tuning In Vision Transformers. - Wenwen Liao; Hang Ruan; Jianbo Yu 002; Bing Song; Yuansong Wang; Xiaofeng Yang (AAAI, 2026)

Semantically-guided dual-branch prototypical network with dynamic margin for few-shot industrial fault diagnosis. - Hang Ruan; Jian Huang 013; Jianbo Yu 002; Wenwen Liao; Wenchao Zhuo; Zhi Li 039; Xiaofeng Yang (Neurocomputing, 2026)

EfficientFSL: Enhancing Few-Shot Classification via Query-Only Tuning in Vision Transformers. - Wenwen Liao; Hang Ruan; Jianbo Yu 002; Bing Song; YuansongWang; Xiaofeng Yang (CoRR, 2026)

InfoSculpt: Sculpting the Latent Space for Generalized Category Discovery. - Wenwen Liao; Hang Ruan; Jianbo Yu 002; Yuansong Wang; Qingchao Jiang; Xiaofeng Yang (CoRR, 2026)

Enhancing Visual In-Context Learning by Multi-Faceted Fusion. - Wenwen Liao; Jianbo Yu 002; Yuansong Wang; Qingchao Jiang; Xiaofeng Yang (CoRR, 2026)

Beyond Single Prompts: Synergistic Fusion and Arrangement for VICL. - Wenwen Liao; Jianbo Yu 002; Yuansong Wang; Shifu Yan; Xiaofeng Yang (CoRR, 2026)

IPEC: Test-Time Incremental Prototype Enhancement Classifier for Few-Shot Learning. - Wenwen Liao; Hang Ruan; Jianbo Yu 002; Xiaofeng Yang; Qingchao Jiang; Xuefeng Yan 003 (CoRR, 2026)