A Spark-Based Approach for High-Efficiency Embedded Feature Selection. - Fan Zhou 006; Zhongyang Han; Jun Zhao 004; Wei Wang 036 (DASC/PiCom/DataCom/CyberSciTech, 2019)

Deep Active Learning: Unified and Principled Method for Query and Training. - Changjian Shui; Fan Zhou 006; Christian Gagné 001; Boyu Wang 004 (AISTATS, 2020)

Episodic Training for Domain Generalization Using Latent Domains. - Bincheng Huang; Si Chen; Fan Zhou 006; Cheng Zhang; Feng Zhang (ICCSIP, 2020)

Discriminative Active Learning for Domain Adaptation. - Fan Zhou 006; Changjian Shui; Bincheng Huang; Boyu Wang 004; Brahim Chaib-draa (CoRR, 2020)

Domain Generalization with Optimal Transport and Metric Learning. - Fan Zhou 006; Zhuqing Jiang; Changjian Shui; Boyu Wang 004; Brahim Chaib-draa (CoRR, 2020)

Beyond H-Divergence: Domain Adaptation Theory With Jensen-Shannon Divergence. - Changjian Shui; Qi Chen 015; Jun Wen; Fan Zhou 006; Christian Gagné 001; Boyu Wang 004 (CoRR, 2020)

Multi-task Learning by Leveraging the Semantic Information. - Fan Zhou 006; Brahim Chaib-draa; Boyu Wang 004 (AAAI, 2021)

Domain generalization via optimal transport with metric similarity learning. - Fan Zhou 006; Zhuqing Jiang; Changjian Shui; Boyu Wang 004; Brahim Chaib-draa (Neurocomputing, 2021)

Discriminative active learning for domain adaptation. - Fan Zhou 006; Changjian Shui; Shichun Yang; Bincheng Huang; Boyu Wang 004; Brahim Chaib-draa (Knowl. Based Syst., 2021)

Task Similarity Estimation Through Adversarial Multitask Neural Network. - Fan Zhou 006; Changjian Shui; Mahdieh Abbasi; Louis-Émile Robitaille; Boyu Wang 004; Christian Gagné 001 (IEEE Trans. Neural Networks Learn. Syst., 2021)

Gap Minimization for Knowledge Sharing and Transfer. - Boyu Wang 004; Jorge A. Mendez; Changjian Shui; Fan Zhou 006; Di Wu 044; Christian Gagné 001; Eric Eaton (CoRR, 2022)

Evolving Domain Generalization. - William Wei Wang; Gezheng Xu; Ruizhi Pu; Jiaqi Li 005; Fan Zhou 006; Changjian Shui; Charles X. Ling; Christian Gagné 001; Boyu Wang 004 (CoRR, 2022)

A probabilistic multi-criteria evaluation framework for integrated energy system planning. - Fan Zhou 006; Long Chen 012; Jun Zhao 004; Wei Wang 036 (Inf. Sci., 2022)

A novel domain adaptation theory with Jensen-Shannon divergence. - Changjian Shui; Qi Chen 015; Jun Wen; Fan Zhou 006; Christian Gagné 001; Boyu Wang 004 (Knowl. Based Syst., 2022)

Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment. - Qiuhao Zeng; Wei Wang 036; Fan Zhou 006; Charles Ling 001; Boyu Wang 004 (AAAI, 2023)

MEC-Enabled Lane Change Prediction with Spatiotemporal Attention Mechanism for ITS. - Yuyi Chen; Shichun Yang; Zhiteng Wang; Zhaobo Nan; Rui Wang 121; Fan Zhou 006; Xiaoyu Yan; Yaoguang Cao (ITSC, 2023)

An Efficient Driver Anomaly State Detection Approach Based on End-Cloud Integration and Unsupervised Learning. - Jiayi Lu; Yaoguang Cao; Runwu Shi; Boao Zhang; Yuyi Chen; Bin Sun; Zhaowen Pang; Fan Zhou 006; Shichun Yang (ITSC, 2023)

Domain Adaptive Road Perception Network of Autonomous Vehicles. - Rui Wang 121; Shichun Yang; Yuyi Chen; Runwu Shi; Zhuoyang Li; Jiayi Lu; Xinjie Feng; Fan Zhou 006; Xiaoyu Yan; Yaoguang Cao (ITSC, 2023)

Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-Stationary Environments. - Qiuhao Zeng; Wei Wang 036; Fan Zhou 006; Charles Ling 001; Boyu Wang 004 (CoRR, 2023)

Hessian Aware Low-Rank Weight Perturbation for Continual Learning. - Jiaqi Li 005; Rui Wang 121; Yuanhao Lai; Changjian Shui; Sabyasachi Sahoo; Charles X. Ling; Shichun Yang; Boyu Wang 004; Christian Gagné 001; Fan Zhou 006 (CoRR, 2023)

Gap Minimization for Knowledge Sharing and Transfer. - Boyu Wang 004; Jorge A. Mendez; Changjian Shui; Fan Zhou 006; Di Wu 044; Gezheng Xu; Christian Gagné 001; Eric Eaton (J. Mach. Learn. Res., 2023)

On the value of label and semantic information in domain generalization. - Fan Zhou 006; Yuyi Chen; Shichun Yang; Boyu Wang 004; Brahim Chaib-draa (Neural Networks, 2023)

On the Benefits of Two Dimensional Metric Learning. - Di Wu 044; Fan Zhou 006; Boyu Wang 004; Qicheng Lao; Chi Man Wong; Changjian Shui; Yuan Zhou 006; Feng Wan (IEEE Trans. Knowl. Data Eng., 2023)

Episodic task agnostic contrastive training for multi-task learning. - Fan Zhou 006; Yuyi Chen; Jun Wen; Qiuhao Zeng; Changjian Shui; Charles X. Ling; Shichun Yang; Boyu Wang 004 (Neural Networks, 2023)

Towards More General Loss and Setting in Unsupervised Domain Adaptation. - Changjian Shui; Ruizhi Pu; Gezheng Xu; Jun Wen; Fan Zhou 006; Christian Gagné 001; Charles X. Ling; Boyu Wang 004 (IEEE Trans. Knowl. Data Eng., 2023)

Generalizing across Temporal Domains with Koopman Operators. - Qiuhao Zeng; Wei Wang 036; Fan Zhou 006; Gezheng Xu; Ruizhi Pu; Changjian Shui; Christian Gagné 001; Shichun Yang; Charles X. Ling; Boyu Wang 004 (AAAI, 2024)

A Review of Internet of Vehicle Technology in Intelligent Connected Vehicle. - Fei Chen; Bide Hao; Shichun Yang; Wenlong Chen; Qianlong Duan; Fan Zhou 006 (INDIN, 2024)

Design of a Communication Framework for Heterogeneous Multicore Systems in CAN Communication. - Qianlong Duan; Shichun Yang; Bide Hao; Wenlong Chen; Shizhuang Li; Fan Zhou 006 (INDIN, 2024)

Task Scheduling Algorithms for Energy Optimization Under Scheduling Duration and Reliability Constraints. - Shizhuang Li; Bide Hao; Shichun Yang; Qianlong Duan; Wenlong Chen; Fan Zhou 006 (INDIN, 2024)

Domain Adaptation for Semantic Segmentation of Autonomous Driving with Contrastive Learning. - Qiuyue Li; Shichun Yang; Mohan Xu; Bingtao Ren; Xiaoyu Yan; Fan Zhou 006 (INDIN, 2024)

Real-Time Vehicle Operating System Analysis, Construction and Testing. - Shichun Yang; Shizhuang Li; Bide Hao; Qianlong Duan; Wenlong Chen; Fan Zhou 006 (INDIN, 2024)

Active Fault Diagnosis Based on Dual-Observer for Leakage Detection and Estimation With Adaptive Auxiliary Signal Mechanism in Industrial Gas Networks. - Demin Xu; Feng Jin; Fan Zhou 006; Jun Zhao 004; Wei Wang 036 (IEEE Trans. Instrum. Meas., 2024)

Hessian Aware Low-Rank Perturbation for Order-Robust Continual Learning. - Jiaqi Li 005; Yuanhao Lai; Rui Wang 121; Changjian Shui; Sabyasachi Sahoo; Charles X. Ling; Shichun Yang; Boyu Wang 004; Christian Gagné 001; Fan Zhou 006 (IEEE Trans. Knowl. Data Eng., 2024)

Enhancing road surface recognition via optimal transport and metric learning in task-agnostic intelligent driving environments. - Yuyi Chen; Shichun Yang; Rui Wang 121; Zhuoyang Li; Qiuyue Li; Zexiang Tong; Yaoguang Cao; Fan Zhou 006 (Expert Syst. Appl., 2025)

FedELR: When federated learning meets learning with noisy labels. - Ruizhi Pu; Lixing Yu; Shaojie Zhan; Gezheng Xu; Fan Zhou 006; Charles X. Ling; Boyu Wang 004 (Neural Networks, 2025)

A Multi-Condition Sequential Network Ensemble for Industrial Energy Storage Prediction Considering the Condition Switching Characteristics. - Tianyu Wang 002; Fan Zhou 006; Yangjie Wu; Jun Zhao 004; Wei Wang 036 (IEEE CAA J. Autom. Sinica, 2025)