Abstract: Pre-trained encoders in computer vision have recently received great attention from both research and industry communities. Among others, a promising paradigm is to utilize self-supervised ...
Abstract: Time-series forecasting makes reasonable prediction and planning on stock forecast, traffic flow, power consumption and extreme weather warning through the correlation characteristics of its ...
We note that our work focuses on architectural comparisons rather than competing with recent SLM developments (e.g., SmolLM, MobileLLM). Our analysis isolates the fundamental advantages of ...