{
  "schema_version": 1,
  "title": "Reproduction: Minimizing Upper Confidence Bounds: A Data-Driven Framework for Stochastic Programming",
  "emoji": "🎯",
  "space_id": "rahit/repro-minimizing-upper-confidence-bounds-a-data-driven-framework-for-stochastic-programming",
  "paper": {
    "arxiv_id": "2403.08966"
  },
  "tags": [
    "icml2026-repro",
    "paper-eXLcL70GXO"
  ],
  "updated_at": "2026-07-23T14:22:08+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: Minimizing Upper Confidence Bounds: A Data-Driven Framework for Stochastic Programming",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-section-2-average-percentile-upper-bound-defined-apub",
        "title": "Claim 1: Section 2: Average Percentile Upper Bound defined apub",
        "file": "pages/claim-1-section-2-average-percentile-upper-bound-defined-apub/page.md",
        "children": []
      },
      {
        "slug": "claim-2-theorem-2-7-apub-converges-almost-surely-true-population",
        "title": "Claim 2: Theorem 2.7: APUB converges almost surely true population",
        "file": "pages/claim-2-theorem-2-7-apub-converges-almost-surely-true-population/page.md",
        "children": []
      },
      {
        "slug": "claim-3-theorem-3-3-apub-embedded-stochastic-optimization-model",
        "title": "Claim 3: Theorem 3.3: APUB-embedded stochastic optimization model",
        "file": "pages/claim-3-theorem-3-3-apub-embedded-stochastic-optimization-model/page.md",
        "children": []
      },
      {
        "slug": "claim-4-theorem-3-5-establishes-both-optimal-values-optimal",
        "title": "Claim 4: Theorem 3.5: establishes both optimal values optimal",
        "file": "pages/claim-4-theorem-3-5-establishes-both-optimal-values-optimal/page.md",
        "children": []
      },
      {
        "slug": "claim-5-figure-1-gamma-numerical-example-nominal-level-sample",
        "title": "Claim 5: Figure 1: Gamma numerical example nominal level sample",
        "file": "pages/claim-5-figure-1-gamma-numerical-example-nominal-level-sample/page.md",
        "children": []
      },
      {
        "slug": "claim-6-section-5-framework-validated-two-stage-product-mix",
        "title": "Claim 6: Section 5: framework validated two-stage product mix",
        "file": "pages/claim-6-section-5-framework-validated-two-stage-product-mix/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 7362,
  "revision": "1784816528754862526"
}