KiCi: A Knowledge Importance Based Class Incremental Learning Method for Wearable Activity Recognition. - Shuai Guo 001; Yang Gu 001; Shijie Wen; Yuan Ma; Yiqiang Chen 001; Jiwei Wang; Chunyu Hu 001 (CIKM, 2022)

Dual-Alignment Based Generalized Zero-shot Learning for Human Activity Recognition. - Zhaohua Yang; Yang Gu 001; Weining Weng; Shuai Guo 001; Yiqiang Chen 001 (SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta, 2022)

Letting Go of Self-Domain Awareness: Multi-Source Domain-Adversarial Generalization via Dynamic Domain-Weighted Contrastive Transfer Learning. - Yuan Ma; Yiqiang Chen 001; Han Yu 001; Yang Gu 001; Shijie Wen; Shuai Guo 001 (ECAI, 2023)

Pre-training A Prompt Pool for Vision-Language Model. - Jun Liu; Yang Gu 001; Zhaohua Yang; Shuai Guo 001; Huaqiu Liu; Yiqiang Chen 001 (IJCNN, 2023)

Discriminative Domain Adaptation Network for Fine-grained Disease Severity Classification. - Shijie Wen; Yiqiang Chen 001; Shuai Guo 001; Yuan Ma; Yang Gu 001; Piu Chan (IJCNN, 2023)

Time Series Adaptation Network for Sensor-Based Cross Domain Human Activity Recognition. - Shijie Wen; Yiqiang Chen 001; Yuan Ma; Shuai Guo 001; Yang Gu 001; Xin Qin; Piu Chan (IJCNN, 2023)

Class-imbalanced Time Series Adaptation via Multi-Expert Consistency Entropy Minimization. - Yuan Ma; Yang Gu 001; Shuai Guo 001; Weining Weng; Shijie Wen; Yiqiang Chen 001 (BIBM, 2024)

Wafformer: Wave-Frequency Cross-Prediction and Alignment for Knowledge-Enhanced Sleep Representation. - Weining Weng; Yang Gu 001; Shuai Guo 001; Yuan Ma; Yuchen Liu; Yuan Jin; Fulong Xiao; Yiqiang Chen 001 (BIBM, 2024)

Information Retrieval Optimization for Non-Exemplar Class Incremental Learning. - Shuai Guo 001; Yang Gu 001; Yuan Ma; Yingwei Zhang 002; Weining Weng; Jun Liu; Weiwei Dai; Yiqiang Chen 001 (CIKM, 2024)

Semantic-oriented Visual Prompt Learning for Class Incremental Learning. - Shuai Guo 001; Yang Gu 001; Yuan Ma; Yingwei Zhang 002; Weining Weng; Jun Liu; Weiwei Dai; Yiqiang Chen 001 (ICASSP, 2025)

DDIR: Domain-Disentangled Invariant Representation learning for tailored predictions. - Yuan Ma; Yang Gu 001; Xin Qin; Shuai Guo 001; Feiyi Fan; Fan Dong; Yiqiang Chen 001 (Knowl. Based Syst., 2025)

Grade-Skewed Domain Adaptation via Asymmetric Bi-Classifier Discrepancy Minimization for Diabetic Retinopathy Grading. - Yuan Ma; Yang Gu 001; Shuai Guo 001; Xin Qin; Shijie Wen; Nianfeng Shi; Weiwei Dai; Yiqiang Chen 001 (IEEE Trans. Medical Imaging, 2025)

Self-supervised Learning for Electroencephalogram: A Systematic Survey. - Weining Weng; Yang Gu 001; Shuai Guo 001; Yuan Ma; Zhaohua Yang; Yuchen Liu; Yiqiang Chen 001 (ACM Comput. Surv., 2025)