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  • title: HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation
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            HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation
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            HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation

            Jul 24, 2023

            Speakers

            LC

            Lu Chen

            Speaker · 0 followers

            SL

            Siyu Lou

            Speaker · 0 followers

            KZ

            Keyan Zhang

            Speaker · 0 followers

            About

            The Shapley value is widely regarded as a trustworthy attribution metric. However, when people use Shapley values to explain the attribution of input variables of a deep neural network (DNN), it usually requires a very high computational cost to approximate relatively accurate Shapley values in real-world applications. Therefore, we propose a novel network architecture, the HarsanyiNet, which makes inferences on the input sample and simultaneously computes the exact Shapley values of the input v…

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            ICML 2023

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