💡 2025

[NeurIPS 2025] SEMPO: Lightweight Foundation Models for Time Series Forecasting,
Hui He, Kun Yi, Yuanchi Ma, Qi Zhang, Zhendong Niu, Guansong Pang
Advances in Neural Information Processing Systems, 2025. (CCF A) [pdf] [code]

[EMNLP 2025] Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation,
Yuanchi Ma, Jiamou Liu, Hui He, Libo Zhang, Haoyuan Li, Zhendong Niu
Findings of the Association for Computational Linguistics: EMNLP, Pages 49-63, 2025. (CCF B) [pdf] [code]

[KDD 2025] A Survey on Deep Learning based Time Series Analysis with Frequency Transformation,
Kun Yi, Qi Zhang, Wei Fan, Longbing Cao, Shoujin Wang, Hui He, Guodong Long, Liang Hu, Qingsong Wen and Hui Xiong
Proceedings of the 31st SIGKDD Conference on Knowledge Discovery and Data Mining, Pages 6206-6215, 2025. (CCF A) [pdf]

[IEEE TCE] Multi-KGS: Generating Social Network-based Meteorological Decision Reports Fusing with Multiple Knowledge,
Kaize Shi, Xueping Peng, Yifan Zhu, Hui He, Kun Yi, Zhendong Niu
IEEE Transactions on Consumer Electronics, Volume 71(3), Pages 8782-8789, 2025. (SCI Q2) [pdf] [code]

[IF] Multimodal Nonparametric Clustering via Monte Carlo method and Fusion Embedding Generated by Variational Autoencoder,
Yuanchi Ma, Hui He, Gang Zhang, Zhendong Niu
Information Fusion, Pages 103612, 2025. (SCI Q1 CCF B) [pdf] [code]

[Neurocomputing] DeepEDD: Nonparametric Deep Graph Clustering Through Effective Distance and Density,
Yuanchi Ma, Hui He, Zhongxiang Lei, Kaize Shi, Xueping Peng, Zhendong Niu
Neurocomputing, Pages 131359, 2025. (SCI Q2) [pdf] [code]

[IEEE TNNLS] Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift,
Hui He, Qi Zhang, Kun Yi, Xiaojun Xue, Shoujin Wang, Liang Hu, Longbing Cao
IEEE Transactions on Neural Networks and Learning Systems, Volume 36(12), Pages 20357-20370, 2025. (SCI Q1 CCF B) [pdf] [code]

[IEEE TNNLS] Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting,
Hui He, Qi Zhang, Kun Yi, Kaize Shi, Zhendong Niu, Longbing Cao
IEEE Transactions on Neural Networks and Learning Systems, Volume 36(4), Pages 7287-7301, 2025. (SCI Q1 CCF B) [pdf]code]