Generalization of the main gradient-flow theorems to Hadamard manifolds

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The paper considers generalized gradient flows and convex optimization on entanglement polytopes in Hadamard manifolds. In particular, the preceding discussion uses unitary matrices kUnk\in U_n, Hermitian matrices A,BHnA,B\in\mathcal{H}_n, and doubly stochastic operators on Hermitian matrices, including the representation of A=Ψ(B)A=\Psi(B) as a convex combination of unitary conjugates of BB. Generalization conjecture. The conclusion of Theorem~ (and subsequent Theorem~) holds for any Hadamard manifold. This would extend the paper's principal gradient-flow and optimization conclusions beyond the specific setting established in those theorems; the supplied text does not state whether this generalization has been proved or remains open.

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Primary source

Hiroshi Hirai, “Generalized gradient flows in Hadamard manifolds and convex optimization on entanglement polytopes”, arXiv:2511.12064 (2026).

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