We systematically investigate the correlations between nuclear fission properties and the surface energy coefficient extracted from semi-infinite nuclear matter. To this end, we employ the covariant density functional theory based on a point-coupling energy density functional (EDF). Taking Pu and U as representative examples, we employ Gaussian-process emulators to construct the joint posterior distributions of and selected fission observables, constrained by the ground state properties of the two nuclei. The results reveal a strong correlation between and the fission barrier heights. A sensitivity analysis further shows that the height of the outer fission barrier is governed predominantly by the isoscalar-vector derivative coupling constant in the point-coupling EDF, whereas that of the inner barrier is by the combined effects of and several mutually correlated coupling constants.

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