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Publish generalized convex exact native reproduction
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{
"assessment": "verified",
"claim": 6,
"couplings_exhausted": 40320,
"destructive_control": {
"mutation": "reverse the coupling",
"optimality_gap": 0.21428571428571427,
"surplus": 0.14285714285714285
},
"dual_constraints_checked": 64,
"dual_potentials": "phi(x)=x\u00b2/2 and psi(y)=y\u00b2/2; phi is the Y-transform of psi",
"dual_value": 0.35714285714285715,
"exact_duality_gap": "0/1",
"grid": [
0.0,
0.14285714285714285,
0.2857142857142857,
0.42857142857142855,
0.5714285714285714,
0.7142857142857143,
0.8571428571428571,
1.0
],
"literal_claim": "Kantorovich dual solutions for optimal transport are characterized as \u1ef8-convex functions in Section IV, so gradients of the learned parametrization directly yield optimal transport maps via a diffeomorphism condition.",
"map_mismatches": 0,
"minimum_dual_slack": 0.0,
"optimal_permutation": [
0,
1,
2,
3,
4,
5,
6,
7
],
"primal_value": 0.35714285714285715,
"surplus": "Phi(x,y)=xy",
"twist_gradient": "nabla_x Phi(x,y)=y is a diffeomorphism; inverse applied to nabla phi(x)=x yields gamma(x)=x"
}