Chenggang Xie

Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency

Time series forecasting plays a pivotal role in critical domains such as energy management and financial markets. Although deep learning-based approaches (e.g., MLP, RNN, Transformer) have achieved remarkable progress, the prevailing "long-sequence information gain hypothesis" exhibits inherent limi…