The lepton flavor violating decay of the Higgs boson is studied within two qualitatively different extensions of the Yukawa sector: one renormalizable and the other nonrenormalizable; both incorporating Lorentz violation in a model-independent fashion. These extensions are characterized by Yukawa-like matrices, the former by a constant Lorentz 2-tensor $Y^{AB}{\mu \nu}Y^{AB}\mu$. It is found that the experimental constraints on the decays severely restrict lepton flavor violating Higgs signals in the renormalizable scenario. In this context, it is found that and cannot be larger than and , respectively. In the nonrenormalizable scenario, transitions mediated by the Higgs or the gauge boson are induced at tree level, and we find mild restrictions on lepton flavor violation. Using the experimental limits on the three-body decays to constraint the vector , it is found that the branching ratio for the decays $H\to \mu^\pm e^\mp4\times 10^{-9}7\times 10^{-4}\tau^\pm \mu^\mp$ mode. Accordingly, the decay could be at the reach of future measurements. The lepton flavor violating decays of the gauge boson were also studied. In the renormalizable scenario, it was found the undetectable branching ratios and $BR(Z\to \tau^\pm \mu^\mp)<2.0\times 10^{-12}$. In the nonrenormalizable scenario, it was found that and $BR(Z\to \tau^\pm \mu^\mp)<1.12\times 10^{-7}$. Although the latter branching ratio is relatively large, it still could not be within the range of future measurements.

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