Beyond Similarity: Temporal Operator Attention for Time Series Analysis

Jevon Twitty, Vinh Pham, Nitiwith Rotchanarak +4

A persistent paradox in time-series forecasting is that structurally simple MLP and linear models often outperform high-capacity Transformers. We argue that this gap arises from a…