We use the spectral lag catalog of 46 short GRBs aggregated by Xiao et al. (Astrophys J Lett 924:L29, 2022), to carry out an independent search for Lorentz invariance violation (LIV). For this purpose, we use a power-law model as a function of energy for the intrinsic astrophysical induced spectral lags. The expansion history of the universe needed for constraining LIV was obtained in a non-parametric method using cosmic chronometers. We use Bayesian model comparison to determine if the aforementioned spectral lags show evidence for LIV as compared to only astrophysically induced lags. We do not find any evidence for LIV, and obtain 95% CL lower limits on the corresponding energy scale to be $$4 \times 10^{15}$$
4
×
10
15
GeV and $$6.8 \times 10^{9}$$
6.8
×
10
9
GeV for the linear and quadratic LIV models respectively. Our results obtained by using the flat $$\Lambda $$
Λ
CDM model for characterizing the cosmic expansion history are consistent with those obtained using chronometers.