Adapting Large Language Models for Time Series Modeling via a Novel Parameter-efficient Adaptation Method

Juyuan Zhang, Wei Zhu, Jiechao Gao

Time series modeling holds significant importance in many real-world applications and has been extensively studied. While pre-trained foundation models have made impressive strides…