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1. Time-TK Time-TK Public

   [WWW 2026] Time-TK: A Multi-Offset Temporal Interaction Framework Combining Transformer and Kolmogorov-Arnold Networks for Time Series Forecasting

   Python 7

2. MS-FLOW MS-FLOW Public

   [ICML 2026] What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies

   Python

3. TimeSAF TimeSAF Public

   [ACL 2026] TimeSAF: Towards LLM-Guided Semantic Asynchronous Fusion for Time Series Forecasting

   1

4. CAWformer CAWformer Public

   [KBS 2025] CAWformer: A cross variable attention with discrete wavelet denoising for multivariate time series forecasting

   Python 2

5. FSMamba FSMamba Public

   [KBS 2026] FSMamba: A dual-expert architecture with fast global attention and local-enhanced state-space mamba for time series forecasting

   Python 4 3

6. TFPPA TFPPA Public

   Python