The main objective of this paper is to introduce unique representations and characterizations for the weighted core inverse of matrices. We also investigate various properties and representations of these inverses and their relationships with other generalized inverses. Proposed representations of the matrix weighted core inverse will help us to discuss some results associated with the reverse order law for these inverses. Furthermore,this paper introduces an extension of the concepts of generalized bilateral inverse, and $\{1,2,3,1^k\}$-inverse and their respective dual for complex rectangular matrices. Furthermore, we establish characterizations of EP-ness and the condition when both $W$-weighted $\{1,2,3\}$ and $W$-weighted $\{1,2,3,1^k\}$ inverses coincide. In addition, we define the dual inverses for both weighted bilateral inverses and $\{1,2,3,1^k\}$-inverse. Characteristics that lead to self-duality in weighted bilateral inverses are also examined.

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