logbook.json

{
  "schema_version": 1,
  "title": "Reproduction: Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function",
  "emoji": "🎯",
  "space_id": "rahit/repro-provably-data-driven-multiple-hyper-parameter-tuning-with-structured-loss-function",
  "paper": {
    "arxiv_id": "2602.02406"
  },
  "tags": [
    "icml2026-repro",
    "paper-JnuwpwbZ8D"
  ],
  "updated_at": "2026-07-21T22:32:00+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-theorem-4-1-establishes-general-first-order-logic",
        "title": "Claim 1: Theorem 4.1: establishes general first-order-logic",
        "file": "pages/claim-1-theorem-4-1-establishes-general-first-order-logic/page.md",
        "children": []
      },
      {
        "slug": "claim-2-theorem-5-1-bounds-pseudo-dimension-piecewise-polynomial",
        "title": "Claim 2: Theorem 5.1: bounds pseudo-dimension piecewise-polynomial",
        "file": "pages/claim-2-theorem-5-1-bounds-pseudo-dimension-piecewise-polynomial/page.md",
        "children": []
      },
      {
        "slug": "claim-3-theorem-6-1-extends-framework-bi-level-validation-loss",
        "title": "Claim 3: Theorem 6.1: extends framework bi-level validation-loss",
        "file": "pages/claim-3-theorem-6-1-extends-framework-bi-level-validation-loss/page.md",
        "children": []
      },
      {
        "slug": "claim-4-theorem-7-2-optimal-parameter-path-theta-piecewise",
        "title": "Claim 4: Theorem 7.2: optimal parameter path theta piecewise",
        "file": "pages/claim-4-theorem-7-2-optimal-parameter-path-theta-piecewise/page.md",
        "children": []
      },
      {
        "slug": "claim-5-theorem-8-1-provides-first-learnability-guarantee",
        "title": "Claim 5: Theorem 8.1: provides first learnability guarantee",
        "file": "pages/claim-5-theorem-8-1-provides-first-learnability-guarantee/page.md",
        "children": []
      },
      {
        "slug": "claim-6-theorem-8-2-derives-pdim-bound-weighted-fused-lasso",
        "title": "Claim 6: Theorem 8.2: derives Pdim bound weighted fused LASSO",
        "file": "pages/claim-6-theorem-8-2-derives-pdim-bound-weighted-fused-lasso/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 6716,
  "revision": "1784673120458342206"
}