Shiming Fan (樊世明)

About Me

I am a second-year postgraduate researcher specializing in Time Series Analysis and Machine Learning. My research focus involves developing robust and efficient algorithms for complex temporal data patterns. My work has been recognized in premier academic venues, including WWW, ACL, and ICML.

Selected Publications

• What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies Fan Zhang, Shiming Fan^‡, Hua Wang
  
  ICML 2026CCF A
  Paper Code
• TimeSAF: Towards LLM-Guided Semantic Asynchronous Fusion for Time Series Forecasting Fan Zhang, Shiming Fan^‡, Hua Wang
  
  ACL 2026CCF A
  Paper
• Time-TK: A Multi-Offset Temporal Interaction Framework Combining Transformer and KAN for Time Series Forecasting Fan Zhang, Shiming Fan^‡, Hua Wang
  
  WWW 2026CCF A
  Paper Code
• CAWformer: A cross variable attention with discrete wavelet denoising for multivariate time series forecasting Shiming Fan, Fan Zhang, Hua Wang
  
  Knowledge-Based Systems (KBS), 2025JCR Q1 / TOP Journal
  Paper Code
• FSMamba: A Dual-Expert Architecture with Fast Global Attention and Local-Enhanced Mamba for Time Series Forecasting Shiming Fan, Fan Zhang, Hua Wang
  
  Knowledge-Based Systems (KBS), 2025JCR Q1 / TOP Journal
  Paper Code

‡: Corresponding student lead.

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