TIMING, a segment-masked variant of Integrated Gradients, together with two cumulative metrics (CPD and CPP), is claimed to improve time series explanations, but only under the paper's own metrics.
Time series deconfounder: Estimating treatment effects over time in the presence of hidden confounders
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TIMING: Temporality-Aware Integrated Gradients for Time Series Explanation
TIMING, a segment-masked variant of Integrated Gradients, together with two cumulative metrics (CPD and CPP), is claimed to improve time series explanations, but only under the paper's own metrics.