2 papers
cs.LG2025
Accurate Parameter-Efficient Test-Time Adaptation for Time Series Forecasting
Heitor R. Medeiros, Hossein Sharifi-Noghabi, Gabriel L. Oliveira +1
Real-world time series often exhibit a non-stationary nature, degrading the performance of pre-trained forecasting models. Test-Time Adaptation (TTA) addresses this by adjusting mo…
cs.LG2024
LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling
Can Chen, Gabriel Oliveira, Hossein Sharifi Noghabi +1
Time series~(TS) modeling is essential in dynamic systems like weather prediction and anomaly detection. Recent studies utilize Large Language Models (LLMs) for TS modeling, levera…