2 papers
cs.CL2025
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…
cs.LG2025
Learning Novel Transformer Architecture for Time-series Forecasting
Juyuan Zhang, Wei Zhu, Jiechao Gao
Despite the success of Transformer-based models in the time-series prediction (TSP) tasks, the existing Transformer architecture still face limitations and the literature lacks com…