Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Databy Soroush Omranpour, Guillaume Rabusseau, Reihaneh…
UTSD: Unified Time Series Diffusion Modelby Xiangkai Ma, Xiaobin Hong, Wenzhong Li, Sanglu LuFirst submitted…
LLMForecaster: Improving Seasonal Event Forecasts with Unstructured Textual Databy Hanyu Zhang, Chuck Arvin, Dmitry Efimov,…
Enhanced N-BEATS for Mid-Term Electricity Demand Forecastingby Mateusz Kasprzyk, Paweł Pełka, Boris N. Oreshkin, Grzegorz…
FGATT: A Robust Framework for Wireless Data Imputation Using Fuzzy Graph Attention Networks and Transformer…
How Much Can Time-related Features Enhance Time Series Forecasting?by Chaolv Zeng, Yuan Tian, Guanjie Zheng,…
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domainby Zhengnan Li,…
MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysisby Jiexi Liu, Meng…
DSSRNN: Decomposition-Enhanced State-Space Recurrent Neural Network for Time-Series Analysisby Ahmad Mohammadshirazi, Ali Nosratifiroozsalari, Rajiv RamnathFirst…
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Seriesby Xiangkai Ma, Xiaobin…