GRAIL: From Saliency to Semantics in Time-Series Explanation

Enver Menadjiev, Yiqiu Shen, Jaesik Choi +1

Explaining a time-series model requires both locating the evidence and extracting meaningful knowledge from it. Yet a single timestep is not a semantic unit: the meaningful pattern…