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{
"checks": [
{
"check": "inner-flow time/theory max deviation",
"value": 0.009314588886898179,
"criterion": "< 0.02",
"passed": true
},
{
"check": "time scales inversely with lambda",
"value": 3.9929577464788735,
"criterion": "~ 4",
"passed": true
},
{
"check": "outer noisy-gradient slope",
"value": -0.5312993758322324,
"criterion": "< -0.35",
"passed": true
},
{
"check": "Schrodinger Gaussian half-bridge normalization",
"value": 1.0,
"criterion": "= 1",
"passed": true
}
],
"scope": "Analytic Gaussian gradient-flow sampler plus noisy quadratic outer loop; CIFAR-10 was not freshly rerun.",
"paper_id": "QRtzkKrbJi",
"title": "Gradient Flow Sampler-based Distributionally Robust Optimization",
"seed": 31072026,
"executed_at": "2026-07-31T17:37:55.118719+00:00",
"all_checks_passed": true,
"environment": {
"python": "3.10.12",
"numpy": "1.24.4",
"scipy": "1.14.0",
"platform": "Linux-5.15.0-139-generic-x86_64-with-glibc2.35"
},
"reference_evidence": {
"space": "ai-sherpa/dro-gradient-flow-sampler-repro",
"sha": "8d821207386e10a99594f9e55b3fb16cb7c8a528",
"relationship": "separately attributed public reference"
}
}