2025
A Lightweight Group Transformer-Based Time Series Reduction Network for Edge Intelligence and Its Application in Industrial RUL Prediction.
IEEE Trans. Neural Networks Learn. Syst., February, 2025

DECT: Harnessing LLM-assisted Fine-Grained Linguistic Knowledge and Label-Switched and Label-Preserved Data Generation for Diagnosis of Alzheimer's Disease.
Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024
Temporal-Frequency Attention Focusing for Time Series Extrinsic Regression via Auxiliary Task.
IEEE Trans. Neural Networks Learn. Syst., November, 2024

Meta-learning Based Domain Generalization Framework for Fault Diagnosis With Gradient Aligning and Semantic Matching.
IEEE Trans. Ind. Informatics, January, 2024