Learning Continuous Graph Structure with Bilevel Programming for Graph Neural Networks. - Minyang Hu; Hong Chang 001; Bingpeng Ma; Shiguang Shan (IJCAI, 2022)

Understanding Few-Shot Learning: Measuring Task Relatedness and Adaptation Difficulty via Attributes. - Minyang Hu; Hong Chang 001; Zong Guo; Bingpeng Ma; Shiguang Shan; Xilin Chen 001 (NeurIPS, 2023)

Scalable Modular Network: A Framework for Adaptive Learning via Agreement Routing. - Minyang Hu; Hong Chang 001; Bingpeng Ma; Shiguang Shan; Xilin Chen 001 (ICLR, 2024)

UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language Models. - Jiachen Liang; Ruibing Hou; Minyang Hu; Hong Chang 001; Shiguang Shan; Xilin Chen 001 (NeurIPS, 2024)

Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications. - Minyang Hu; Hong Chang 001; Zong Guo; Bingpeng Ma; Shiguan Shan; Xilin Chen 001 (CoRR, 2024)

Inference Calibration of Vision-Language Foundation Models for Zero-Shot and Few-Shot Learning. - Minyang Hu; Hong Chang 001; Shiguang Shan; Xilin Chen 001 (Pattern Recognit. Lett., 2025)