2 papers
cs.LG2025
Exploring Transferability of Self-Supervised Learning by Task Conflict Calibration
Huijie Guo, Jingyao Wang, Peizheng Guo +3
In this paper, we explore the transferability of SSL by addressing two central questions: (i) what is the representation transferability of SSL, and (ii) how can we effectively mod…
cs.AI2025
Enhancing Time Series Forecasting via Logic-Inspired Regularization
Jianqi Zhang, Jingyao Wang, Xingchen Shen +1
Time series forecasting (TSF) plays a crucial role in many applications. Transformer-based methods are one of the mainstream techniques for TSF. Existing methods treat all token de…