LinWA: Linear Weights Attention for Time Series Forecasting

Q Li, J Qin, D Sun, F Shi, D Cui… - 2024 International Joint …, 2024‏ - ieeexplore.ieee.org
Transformer has achieved excellent results in the field of time series forecasting. However,
some recent studies have pointed out that the existing Transformer models are ineffective in …

STARformer: STructural Attention tRansformer for Long-term Time Series Forecasting

S yon Jhin, S Kim, N Park‏ - openreview.net
In recent years, Transformers have been gaining attention in the fields of Natural Language
Processing, Computer Vision and time-series. Despite the lack of a mechanism to exploit the …