We introduce the \emph{Morse ensemble polynomial} of a finite simplicial complex , defined as the generating function over all acyclic matchings on the face poset of , where counts critical -simplices. This polynomial records the complete critical-vector distribution over all acyclic matchings, equivalently over all discrete gradient vector fields arising from discrete Morse functions on , and is an isomorphism invariant of simplicial complexes. In dimension one, this invariant recovers the Chari–Joswig graph formula for the -vector of the discrete Morse complex in a two-variable Morse-vector normalization: for a connected graph . The main new contributions are higher-dimensional and structural. First, we prove a Top-Face Recursion for adding a top-dimensional simplex, with a non-liftable correction term . The vanishing and leading obstruction of this correction term are controlled by the top incidence graph: an incidence-separation criterion detects exactly when , a leading obstruction layer is governed by shortest obstruction paths, and a tree-like (incidence-forest) regime of the top incidence structure gives a correction-free higher-dimensional recursion, including stacked balls as a concrete class. Second, we introduce the independence ME polynomial , a graph invariant which strictly refines the graph-level Morse ensemble, separates examples not distinguished by and , and records collapse-level information of through coefficients such as .

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