📝 Publications

Representative Works

• IEEE TPAMI FL Fan, HC Dong, Z Wu, L Ruan, T Zeng, Y Cui, JX Liao*, One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic Networks
• MSSP JX Liao, C He, J Li, J Sun, S Zhang, X Zhang, Classifier-guided neural blind deconvolution: a physics-informed denoising module for bearing fault diagnosis under heavy noise, Mechanical Systems and Signal Processing, (ESI High Cited Paper)
• IEEE TII JX Liao , J Li, HC Dong, M Zhang, S Zhang, X Zhang* Logarithmic Cumulative Transformation: A Simple Yet Effective Approach for Bearing Remaining Useful Life Prediction
• Neural Networks JX Liao, C He, J Li, XC Zhong, J Sun, Y Cheung, FL Fan, S Zhang, X Zhang, Heterogeneous Neural Blind Deconvolution: A Signal Processing-Empowered Foundation Feature Extractor for Bearing Fault Diagnosis
• IEEE TIM JX Liao, HC Dong, ZQ Sun, J Sun, S Zhang, FL Fan, Attention-embedded Quadratic Network (Qttention) for Effective and Interpretable Bearing Fault Diagnosis, (ESI High Cited Paper)
• IEEE TAI JX Liao, BJ Hou, HC Dong, H Zhang, X Zhang, J Sun, S Zhang, FL Fan, Quadratic Neuron-empowered Heterogeneous Autoencoder for Unsupervised Anomaly Detection

2026

• Neural Networks JX Liao, C He, J Li, XC Zhong, J Sun, Y Cheung, FL Fan, S Zhang, X Zhang, Heterogeneous Neural Blind Deconvolution: A Signal Processing-Empowered Foundation Feature Extractor for Bearing Fault Diagnosis

• JIII C He, H Shi, JX Liao, B Liu, Q Liu, J Li, Z Yu, Prior knowledge-embedded first-layer interpretable paradigm for rail transit vehicle human-computer collaboration fault monitoring

• IEEE TR WE Yu, S Zhang, J Sun, JX Liao*, X Zhang, A Class-Aware Supervised Contrastive Quadratic Neural Network for Imbalanced Bearing Fault Diagnosis

• Micromachines Li X, Gao Y, Chen G, Zhang M*, Liao J*, Wang Z, Sun J. A Wearable Multi-Modal Measurement System with Self-Developed IMUs and Plantar Pressure Sensors for Real-Time Gait Recognition.

• Arxiv JX Liao, H Wang, T Li, D Lyu, Y Zhang, C Cai, FL Fan. Big2Small: A Unifying Neural Network Framework for Model Compression.

2025

• MSSP JX Liao, C He, J Li, J Sun, S Zhang, X Zhang, Classifier-guided neural blind deconvolution: a physics-informed denoising module for bearing fault diagnosis under heavy noise, Mechanical Systems and Signal Processing, (ESI High Cited Paper)

• IEEE TPAMI FL Fan, HC Dong, Z Wu, L Ruan, T Zeng, Y Cui, JX Liao*, One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic Networks

• Remote Sens J Tang, D Liu, Q Wang*, J Li, J Liao, J Sun, Marginal Contribution Spectral Fusion Network for Remote Hyperspectral Soil Organic Matter Estimation

• Arxiv H Pei#, JX Liao#, Q Zhao, T Gao, S Zhang, X Zhang, F Fan, NeuronSeek: On Stability and Expressivity of Task-Driven Neurons

• Arxiv J Fan, Z Hao, J Shen, SL Jui, Y Zhang, JX Liao, FL Fan*, Compress Any Segment Anything Model (SAM)

• RESS C Li, P Dong, Y Jin, JX Liao, SH Chung, C Jiang, X Zhang* Chaos-inspired active learning for physics-informed neural networks to assess the reliability of multi-state systems

2024

• IEEE TII JX Liao , J Li, HC Dong, M Zhang, S Zhang, X Zhang* Logarithmic Cumulative Transformation: A Simple Yet Effective Approach for Bearing Remaining Useful Life Prediction

• IEEE TIM JX Liao, SL Wei, CL Xie, T Zeng, J Sun, S Zhang, X Zhang, FL Fan*, BearingPGA-Net: A Lightweight and Deployable Bearing Fault Diagnosis Network via Decoupled Knowledge Distillation and FPGA Acceleration

• IEEE TAI JX Liao, BJ Hou, HC Dong, H Zhang, X Zhang, J Sun, S Zhang, FL Fan, Quadratic Neuron-empowered Heterogeneous Autoencoder for Unsupervised Anomaly Detection

• Computers, Materials & Continua M. Zhang, B. Zhao, J. Sun, Q. Wang*, D. Liu, J. Li, J. Liao*, Research on Driver’s Fatigue Detection Based on Information Fusion

• IEEE JBHI XC Zhong, Q Wang, D Liu, Z Chen, J Liao, J Sun, Y Zhang, FL Fan, EEG-DG: A Multi-Source Domain Generalization Framework for Motor Imagery EEG Classification (ESI High Cited Paper)

2023

• IEEE TIM JX Liao, HC Dong, ZQ Sun, J Sun, S Zhang, FL Fan, Attention-embedded Quadratic Network (Qttention) for Effective and Interpretable Bearing Fault Diagnosis, (ESI High Cited Paper)
• MST JX Liao, HC Dong, L Lou, J Sun, S Zhang*, Multi-task Neural Network Blind Deconvolution and its Application to Bearing Fault Feature Extraction

• Computers in Biology and Medicine XC Zhong, Q Wang*, D Liu, J-X Liao, R Yang, S Duan, G Ding, J Sun, A deep domain adaptation framework with correlation alignment for EEG-based motor imagery classification

• Arxiv HC Dong, Y Jiang, Y Huang, J Liao , B Liu, D Ye, G Liu, Rethinking Class Activation Maps for Segmentation: Revealing Semantic Information in Shallow Layers by Reducing Noise

2022

• NeurocomputingH Dong, J Liao , Y Wang, Y Chen, B Liu, D Ye, G Liu*, Training neural networks for solving 1-D optimal piecewise linear approximation