Recursive Maximum Margin Active Learning. - Shilin Gu; Yuanyuan Jiao; Hong Tao; Chenping Hou (IEEE Access, 2019)

Active learning with error-correcting output codes. - Shilin Gu; Yang Cai; Jincheng Shan; Chenping Hou (Neurocomputing, 2019)

Active label distribution learning. - Xinyue Dong; Shilin Gu; Wenzhang Zhuge; Tingjin Luo; Chenping Hou (Neurocomputing, 2021)

Fragmentary label distribution learning via graph regularized maximum entropy criteria. - Chao Xu 008; Shilin Gu; Hong Tao; Chenping Hou (Pattern Recognit. Lett., 2021)

Incremental Feature Spaces Learning with Label Scarcity. - Shilin Gu; Yuhua Qian; Chenping Hou (ACM Trans. Knowl. Discov. Data, 2022)

Incremental Learning for Simultaneous Augmentation of Feature and Class. - Chenping Hou; Shilin Gu; Chao Xu 008; Yuhua Qian (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Online Learning With Incremental Feature Space and Bandit Feedback. - Shilin Gu; Tingjin Luo; Ming He; Chenping Hou (IEEE Trans. Knowl. Data Eng., 2023)

Online imbalance learning with unpredictable feature evolution and label scarcity. - Jiahang Tu; Shilin Gu; Chenping Hou (Neurocomputing, 2024)

Feature incremental learning with causality. - Haotian Ni; Shilin Gu; Ruidong Fan; Chenping Hou (Pattern Recognit., 2024)

Multi-Instance Learning with One Side Label Noise. - Tianxiang Luan; Shilin Gu; Xijia Tang; Wenzhang Zhuge; Chenping Hou (ACM Trans. Knowl. Discov. Data, 2024)

Learning With Incremental Instances and Features. - Shilin Gu; Yuhua Qian; Chenping Hou (IEEE Trans. Neural Networks Learn. Syst., 2024)

Label Shift Meets Online Learning: Ensuring Consistent Adaptation with Universal Dynamic Regret. - Yucong Dai; Shilin Gu; Ruidong Fan; Chao Xu 008; Chenping Hou (CVPR, 2025)

Adaptive Learning for Dynamic Features and Noisy Labels. - Shilin Gu; Chao Xu 008; Dewen Hu; Chenping Hou (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Adaptive Learning in Imbalanced Data Streams With Unpredictable Feature Evolution. - Jiahang Tu; Xijia Tang; Shilin Gu; Yucong Dai; Ruidong Fan; Chenping Hou (IEEE Trans. Knowl. Data Eng., 2025)