SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs

Fengze Li, Yue Wang, Yangle Liu +3

Multivariate time series forecasting requires models to simultaneously capture variable-wise structural dependencies and generalize across diverse tasks. While structural encoders…