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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Guan-Yi Wang

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Preprint Sep 2026

On the $\Omega(n)$ SDP relaxation gap for Submodular Box-Constrained Quadratic Programming

Continuous submodular optimization is an important class of nonconvex problems with global guarantees, for which the submodular box-constrained quadratic programming (BCQP) forms a fundamental subclass. It arises naturally as quadratic subproblems of general twice-differentiable submodular problems and also has direct...

Jun-Yu Zhang, Guan-Yi Wang · 0 citations

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