Hwijin Kim

TimeSeg: An Information-Theoretic Segment-Wise Explainer for Time-Series Predictions

Explaining predictions of black-box time-series models remains a challenging problem due to the dynamically evolving patterns within individual sequences and their complex temporal dependencies. Unfortunately, existing explanation methods largely focus on point-wise explanations, which fail to captu…