The Gukov-Pei-Putrov-Vafa (GPPV) conjecture is a relationship between two three-manifold invariants: the Witten-Reshetikhin-Turaev (WRT) invariant and the (``Z-hat’') invariant. In fact, WRT invariant is defined at roots of unity, , and is generally a complex number, whereas -invariant is a -series with integer coefficients such that . Therefore, -invariant can be obtained from WRT-invariant by performing a particular analytic continuation, . In this thesis, we first examine this conjecture for and the ortho-symplectic supergroup . This is done by setting up the WRT invariant for the respective groups and then performing the particular analytic continuation to extract . As a result of this exercise, we found that and identified a relation between and . Motivated by the equality of for and groups, we study this conjecture for groups, where is a subgroup of , in our second paper. We subsequently found that . Another theme of the thesis is to study a conjecture between knot theory and quiver representation theory. More precisely, this conjecture relates the generating function of the symmetric -colored HOMFLY-PT polynomial with the motivic generating series associated with a symmetric quiver. In particular, we obtain a quiver representation for a family of knots called double twist knots . Primarily, we exploit the reverse engineering of Melvin-Morton-Rozansky (MMR) formalism to deduce the pattern of the matrix for these quivers.

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