TSs converge to the target structure. Despite these limitations, this first approach provides a valuable starting point for tackling the TS prediction problem. the effectiveness of TS-GAN in generating TS geometries, comparison to the RMSD metrics of other approaches in Table confirm that the TS geometries generated are approximate guesses of the TS which require subsequent QM optimisation to achieve the target TS geometry.