Shu Miao

Align-TS: Structure-Guided Semantic Conditioning for Multivariate Time-Series Forecasting with Frozen Language Models

Large language models (LLMs) have recently been used as frozen backbones for time-series forecasting, aiming to transfer general sequence priors through prompts and embedding-based interfaces. However, recent evidence suggests that many LLM-based forecasting pipelines do not reliably benefit from the language model its...