We determine the most general time-independent Noether symmetries of two-field cosmological models with rotationally-invariant scalar manifold metrics. In particular, we show that such models can have hidden symmetries, which arise if and only if the scalar manifold metric has Gaussian curvature −3/8, i.e. when the model is of elementary α-attractor type with a fixed value of the parameter α. In this case, we find explicitly all scalar potentials compatible with hidden Noether symmetries, thus classifying all models of this type. We also discuss some implications of the corresponding conserved quantity. arXiv:1905.01611v3 [hep-th] 22 Aug 2019 C Solution of the Hesse equation for rotationally-invariant surfaces 61 C.1 Solving the Hesse equation 61 C.2 Reduction to standard cases 66 D Elementary hyperbolic surfaces 68 -1 -2 The minisuperspace Lagrangian of two-field cosmological modelsIn this section, we recall briefly the definition of two-field cosmological models and their constrained Lagrangian description in the minisuperspace approach.