The Nambu-Goldstone (NG) bosons of the SYK model are described by a cosetspace Diff/$\mathbb{SL}(2,\mathbb{R})$, where Diff, or Virasoro group, is thegroup of diffeomorphisms of the time coordinate valued on the real line or acircle. It is known that the coadjoint orbit action of Diff naturally turns outto be the two-dimensional quantum gravity action of Polyakov withoutcosmological constant, in a certain gauge, in an asymptotically flat spacetime.Motivated by this observation, we explore Polyakov action with cosmologicalconstant and boundary terms, and study the possibility of such atwo-dimensional quantum gravity model being the AdS dual to the low energy (NG)sector of the SYK model. We find strong evidences for this duality: (a) thebulk action admits an exact family of asymptotically AdS$_2$ spacetimes,parameterized by Diff/$\mathbb{SL}(2,\mathbb{R})$, in addition to a fixedconformal factor of a simple functional form; (b) the bulk path integralreduces to a path integral over Diff/$\mathbb{SL}(2,\mathbb{R})$ with aSchwarzian action; (c) the low temperature free energy qualitatively agreeswith that of the SYK model. We show, up to quadratic order, how to couple aninfinite series of bulk scalars to the Polyakov model and show that itreproduces the coupling of the higher modes of the SYK model with the NGbosons.