Research on Mechanical Fault Prediction Method Based on Multifeature Fusion of Vibration Sensing Data. - Min Huang; Zhen Liu 023 (Sensors, 2020)

Mechanical fault diagnosis and prediction in IoT based on multi-source sensing data fusion. - Min Huang; Zhen Liu 023; Yang Tao (Simul. Model. Pract. Theory, 2020)

Temporal-Frequency Co-training for Time Series Semi-supervised Learning. - Zhen Liu 023; Qianli Ma 001; Peitian Ma; Linghao Wang (AAAI, 2023)

CTW: Confident Time-Warping for Time-Series Label-Noise Learning. - Peitian Ma; Zhen Liu 023; Junhao Zheng; Linghao Wang; Qianli Ma 001 (IJCAI, 2023)

Scale-teaching: Robust Multi-scale Training for Time Series Classification with Noisy Labels. - Zhen Liu 023; Peitian Ma; Dongliang Chen; Wenbin Pei; Qianli Ma 001 (NeurIPS, 2023)

Meta-Stock: Task-Difficulty-Adaptive Meta-learning for Sub-new Stock Price Prediction. - Linghao Wang; Zhen Liu 023; Peitian Ma; Qianli Ma 001 (CoRR, 2023)

Category-aware optimal transport for incomplete data classification. - Zhen Liu 023; Chuxin Chen; Qianli Ma 001 (Inf. Sci., 2023)

Diffusion Language-Shapelets for Semi-supervised Time-Series Classification. - Zhen Liu 023; Wenbin Pei; Disen Lan; Qianli Ma 001 (AAAI, 2024)

Incremental Sequence Labeling: A Tale of Two Shifts. - Shengjie Qiu; Junhao Zheng; Zhen Liu 023; Yicheng Luo; Qianli Ma 001 (ACL (Findings), 2024)

Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series. - Yicheng Luo; Zhen Liu 023; Linghao Wang; Binquan Wu; Junhao Zheng; Qianli Ma 001 (NeurIPS, 2024)

Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer. - Junhao Zheng; Qianli Ma 001; Zhen Liu 023; Binquan Wu; Huawen Feng (CoRR, 2024)

A Survey on Time-Series Pre-Trained Models. - Qianli Ma 001; Zhen Liu 023; Zhenjing Zheng; Ziyang Huang; Siying Zhu; Zhongzhong Yu; James T. Kwok (IEEE Trans. Knowl. Data Eng., 2024)

HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting. - Boyuan Li; Yicheng Luo; Zhen Liu 023; Junhao Zheng; Jianming Lv; Qianli Ma 001 (CoRR, 2025)