2024
Conference Papers
- Chao Ma, Lin Yi, Linjiang Zhou, Zepeng Wang, Xiaochuan Shi, Weiping Zhu. AdaDiffAD: Adaptively Segmenting Diffusion Models for Time Series Anomaly Detection in Dynamic JointCloud Environment. 2024 IEEE 30th International Conference on Parallel and Distributed Systems (ICPADS). PDF
- Lanlan Chen, Xiaochuan Shi, Linjiang Zhou, Yilei Wang, Chao Ma, Weiping Zhu. Dynamic Splitting of Diffusion Models for Multivariate Time Series Anomaly Detection in a JointCloud Environment. International Conference on Knowledge Science, Engineering and Management. PDF
- Fuqiang Tian, Xiaochuan Shi, Linjiang Zhou, Lanlan Chen, Chao Ma, Weiping Zhu. ProDiffAD: Progressively Distilled Diffusion Models for Multivariate Time Series Anomaly Detection in JointCloud Environment. 2024 International Joint Conference on Neural Networks (IJCNN). PDF
Journal Articles
- Jianqiao Lai, Xinran Yang, Wenyue Luo, Linjiang Zhou, Langchen Li, Yongqi Wang, Xiaochuan Shi. Rumorllm: A rumor large language model-based fake-news-detection data-augmentation approach. Applied Sciences. PDF
Preprints
- Linjiang Zhou, Xiaochuan Shi, Chao Ma, Zepeng Wang. Axiomatization of Gradient Smoothing in Neural Networks. PDF
- Zepeng Wang, Chao Ma, Linjiang Zhou, Libing Wu, Lei Yang, Xiaochuan Shi, Guojun Peng. $E^2CFD$: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model. PDF
- Linjiang Zhou, Chao Ma, Zepeng Wang, Xiaochuan Shi. Rethinking the Principle of Gradient Smooth Methods in Model Explanation. PDF
2023
Journal Articles
- Linjiang Zhou, Xiaochuan Shi, Yaxiong Bao, Lihua Gao, Chao Ma. Explainable artificial intelligence for digital finance and consumption upgrading. Finance Research Letters. PDF
- Linjiang Zhou, Chao Ma, Zepeng Wang, Yixuan Zhang, Xiaochuan Shi, Libing Wu. Robust Frame-Level Detection for Deepfake Videos With Lightweight Bayesian Inference Weighting. IEEE Internet of Things Journal. PDF
2022
Conference Papers
- Guanxi Feng, Chao Ma, Linjiang Zhou, Libing Wu, Jingsheng Zhang, Xiaochuan Shi. Points2shapelets: A salience-guided shapelets selection approach to time series classification. 2022 International joint conference on neural networks (IJCNN). PDF
2021
Conference Papers
- Linjiang Zhou, Chao Ma, Xiaochuan Shi, Dian Zhang, Wei Li, Libing Wu. Salience-cam: Visual explanations from convolutional neural networks via salience score. 2021 International Joint Conference on Neural Networks (IJCNN). PDF