2025
FDformer: A Fuzzy Dynamic Transformer-Based Network for Efficient Industrial Time Series Prediction.
IEEE Trans. Fuzzy Syst., July, 2025

STORM-BORN: A Challenging Mathematical Derivations Dataset Curated via a Human-in-the-Loop Multi-Agent Framework.
CoRR, June, 2025

Industrial Foundation Model.
IEEE Trans. Cybern., May, 2025

BrainStratify: Coarse-to-Fine Disentanglement of Intracranial Neural Dynamics.
CoRR, May, 2025

Efficient 3-D Model Machining Strategy Prediction With Topology-Spanning Aggregation and GMU Data Augmentation.
IEEE Trans. Ind. Informatics, April, 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

An AIGC-Driven Score-Based Diffusion Approach for Industrial Time Series.
IEEE Internet Things J., 2025

2024
BTFormer: A BNN-Based Trend-Aware Time-Series Prediction Model for Industrial Intelligence.
IEEE Trans. Ind. Informatics, December, 2024

Diff-MTS: Temporal-Augmented Conditional Diffusion-Based AIGC for Industrial Time Series Toward the Large Model Era.
IEEE Trans. Cybern., December, 2024

DLformer: A Dynamic Length Transformer-Based Network for Efficient Feature Representation in Remaining Useful Life Prediction.
IEEE Trans. Neural Networks Learn. Syst., May, 2024

Diff-MTS: Temporal-Augmented Conditional Diffusion-based AIGC for Industrial Time Series Towards the Large Model Era.
CoRR, 2024

AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models.
CoRR, 2024

Du-IN: Discrete units-guided mask modeling for decoding speech from Intracranial Neural signals.
CoRR, 2024

Du-IN: Discrete units-guided mask modeling for decoding speech from Intracranial Neural signals.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

A Cloud-Edge Intelligent Collaborative Framework and Its Applications in AIGC and Digital Twins.
Proceedings of the 50th Annual Conference of the IEEE Industrial Electronics Society, 2024

Distributed Coordinative Control for Virtually Coupled Sky Train Set via A Novel Finite-Time Sliding Mode Control Approach.
Proceedings of the 2024 4th International Conference on Control and Intelligent Robotics, 2024

2023
Time-Varying Gaussian Encoder-Based Adaptive Sensor-Weighted Method for Turbofan Engine Remaining Useful Life Prediction.
IEEE Trans. Instrum. Meas., 2023

Universal Sleep Decoder: Aligning awake and sleep neural representation across subjects.
CoRR, 2023