Publications

📝 Selected Publications

Preprints

• Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation.
  Yucheng Wang, Peiliang Gong, Min Wu, Felix Ott, Xiaoli Li, Lihua Xie, Zhenghua Chen
  arXiv:2409.19635, 2024. [arXiv]
• Evidentially calibrated source-free time-series domain adaptation with temporal imputation.
  Mohamed Ragab*, Peiliang Gong*, Emadeldeen Eldele, Wenyu Zhang, Min Wu, Chuan-Sheng Foo, Daoqiang Zhang, Xiaoli Li, Zhenghua Chen
  arXiv:2406.02635, 2024. [arXiv]

Journal

• ACCNet: Adaptive Cross-frequency Coupling Graph Attention for EEG Emotion Recognition.
  Dongyuan Tian, Yucheng Wang, Peiliang Gong, Zhewen Xu, Zhenghua Chen, Xiaohui Wei, Min Wu
  In: Neural Networks (NN), in press, 2025. [preprint]
• Attention Detection Using EEG Signals and Machine Learning: A Review.
  Qianru Sun, Yueying Zhou, Peiliang Gong, Daoqiang Zhang
  In: Machine Intelligence Research (MIR), 2025. [preprint]
• Speech imagery decoding using EEG signals and deep learning: A survey.
  Liying Zhang, Yueying Zhou, Peiliang Gong, Daoqiang Zhang
  In: IEEE Transactions on Cognitive and Developmental Systems (TCDS), 2024. [preprint]
• TFAC-Net: a temporal-frequential attentional convolutional network for driver drowsiness recognition with single-channel EEG.
  Peiliang Gong, Pengpai Wang, Yueying Zhou, Xuyun Wen, Daoqiang Zhang
  In: IEEE Transactions on Intelligent Transportation Systems (TITS), 2024. [preprint]
• Cross-subject cognitive workload recognition based on EEG and deep domain adaptation.
  Yueying Zhou, Pengpai Wang, Peiliang Gong, Fulin Wei, Xuyun Wen, Xia Wu, Daoqiang Zhang
  In: IEEE Transactions on Instrumentation and Measurement (TIM), 2024. [preprint]
• A spiking neural network with adaptive graph convolution and LSTM for EEG-based brain-computer interfaces.
  Peiliang Gong, Pengpai Wang, Yueying Zhou, Daoqiang Zhang
  In: IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2023. [preprint]
• A temporal-spectral fused and attention-based deep model for automatic sleep staging.
  Guidan Fu, Yueying Zhou, Peiliang Gong, Pengpai Wang, Wei Shao, Daoqiang Zhang
  In: IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2023. [preprint]
• Decoding the continuous motion imagery trajectories of upper limb skeleton points for EEG-based brain–computer interface.
  Pengpai Wang, Peiliang Gong, Yueying Zhou, Xuyun Wen, Daoqiang Zhang
  In: IEEE Transactions on Instrumentation and Measurement (TIM), 2022. [preprint]
• Two-order approximate spectral convolutional model for semi-supervised classification.
  Peiliang Gong, Lihua Ai
  In: Acta Automatica Sinica (自动化学报), 2021. [preprint]

Conference

• A Dual-Branch Riemannian Learning Network for EEG Speech Imagery Decoding.
  Liying Zhang, Peiliang Gong, Qianru Sun, Yueying Zhou, Qi Zhu, Daoqiang Zhang
  In: Proceedings of International Conference on Neural Information Processing (ICONIP'25), 2025. [preprint]
• Temporal Restoration and Spatial Rewiring for Source-Free Multivariate Time Series Domain Adaptation.
  Peiliang Gong, Yucheng Wang, Min Wu, Zhenghua Chen, Xiaoli Li, Daoqiang Zhang
  In: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'25), in press, 2025. [preprint][video]
• Augmented Contrastive Clustering with Uncertainty-Aware Prototyping for Time Series Test Time Adaptation.
  Peiliang Gong, Mohamed Ragab, Min Wu, Zhenghua Chen, Yongyi Su, Xiaoli Li, Daoqiang Zhang
  In: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'25), 2025. [preprint][video]
• CLIP-guided Source-free Object Detection in Aerial Images.
  Nanqing Liu, Xun Xu, Yongyi Su, Chengxin Liu, Peiliang Gong, Heng-Chao Li
  In: Proceedings of the International Geoscience and Remote Sensing Symposium (IGARSS'24), 2024. [preprint]
• ASTDF-net: Attention-based spatial-temporal dual-stream fusion network for EEG-based emotion recognition.
  Peiliang Gong, Ziyu Jia, Pengpai Wang, Yueying Zhou, Daoqiang Zhang
  In: Proceedings of the 31st ACM international conference on multimedia (MM'23), 2023. [preprint]
• Deep Domain Adaptation for EEG-Based Cross-Subject Cognitive Workload Recognition.
  Yueying Zhou, Pengpai Wang, Peiliang Gong, Yanling Liu, Xuyun Wen, Xia Wu, Daoqiang Zhang
  In: Proceedings of International Conference on Neural Information Processing (ICONIP'22), 2022. [preprint]