Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining

Qisen Cheng, Jinming Xing, Chang Xue +1

In this paper, we propose ShapTST, a framework that enables time-series transformers to efficiently generate Shapley-value-based explanations alongside predictions in a single forw…