A dark leptophilic scalar is a hypothetical particle that couples only to leptons rather than quarks. We report on a search for in the process using 626~\invfb of data collected by the Belle experiment near the \Y4S resonance. We validate the backgrounds with multiple control regions in data, using a novel multiclass multivariate event classifier. In absence of a signal, we quote upper limits at the 90% confidence level on the coupling between and leptons. Our bounds, obtained in a blinded approach, are 19% more constraining than the previous limits, averaged over the mass range . We exclude the parameter space below 4~\gev favored by measurement of the anomalous magnetic moment of the muon.

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