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Raghav Singal

2 accepted papers

2021

Flow-based Attribution in Graphical Models: A Recursive Shapley Approach

ICML 2021spotlight

We study the attribution problem in a graphical model, wherein the objective is to quantify how the effect of changes at the source nodes propagates through the graph. We develop a model-agnostic flow-based attribution method, called recursive Shapley value (RSV). RSV generalizes a number of existin…

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