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 TKDE, NIPS, ICML, and ACL.

Selected Publications

• Rethinking Activation Function: A Simple Path to Efficient and Accurate Time Series Forecasting Fan Zhang, Shiming Fan^‡, Hua Wang
  
  TKDE 2026CCF A
  Paper Code
• Volatility-Whitened Probabilistic Residual Modeling for Long-Term Time Series Forecasting Fan Zhang, Shiming Fan^‡, Hua Wang
  
  NeurIPS 2026CCF ASpotlight
• 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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