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Type IIB string theory on a 5-sphere gives rise to  = 8, SO(6) gauged supergravity in five dimensions. Motivated by the fact that this is the context of the most widely studied example of the AdS/CFT correspondence, we undertake an investigation of its critical points. The scalar manifold is an E 6(6) ∕USp(8) coset, and the challenge is that it is 42-dimensional. We take a Machine Learning approach to the problem using TensorFlow, and this results in a substantial increase in the number of known critical points. Our list of 32 critical points contains all five of the previously known ones, including an  = 2 supersymmetric point identified by Khavaev, Pilch and Warner.

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