  A geometric torsion (GT) underlying a $2$-form in a $(4$$+$$1)$-dimensional
$U(1)$ gauge theory is revisited with a renewed perspective for a
non-perturbation (NP) gravity in $d$$=$$4$. In the context we provide evidences
to a holographic correspondence between a bulk GT and a boundary NP gravity.
Interestingly the Killing symmetries in General Relativity (GR) are shown to
provide a subtle clue to the quantum gravity. The NP gravity is shown to
incorporate a $(B_{2}$$ \wedge $$F_{2})$ coupling, sourced by a non-Newtonian
potential, to an exact geometry in GR. Remarkably the NP correction is
identified as a mass dipole and is shown to be sourced by a propagating GT. A
detailed analysis is performed in a bulk GT to show a modification to the
precession of perihelion in a boundary NP gravity. The perspective of an
electromagnetic (EM) wave in the bulk is investigated to reveal a spin $2$
(mass-less) quantum sourced by an apparent 2-form. A Goldstone scalar is
absorbed by the apparent 2-form to describe a massive $2$-form in the coulomb
gauge. Alternately a Goldstone scalar together with a local degree of GT and
2-form is argued to govern a composite (mass-less) spin $2$ particle in Lorentz
gauge. Both the scenarios, further ensure a graviton in a boundary NP gravity.
A qualitative analysis reveals a (non-interacting) graviton underlying a
plausible gravitational wave/particle duality in NP gravity.
