We present analytical results toward the Wigner entropy conjecture, which posits that among all physical Wigner non-negative states the Wigner entropy is minimized by pure Gaussian states for which it attains the value .Working under a minimal set of constraints on the Wigner function, namely, non-negativity, normalization, and the pointwise bound , we construct an explicit hierarchy of lower bounds on by combining a truncated series lower bound for with moment identities of the Wigner function.This yields closed-form purity-based sufficient conditions ensuring .In particular, we first prove that all Wigner non-negative states with satisfy the Wigner entropy conjecture. We further obtain a systematic purity-only relaxation of the hierarchy, yielding the simple sufficient condition . On top of aforesaid results, our analysis clarifies why additional physicality constraints are necessary for purity-based approaches that aim to approach the extremal case .

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