SabaPivot/repro-provably-data-driven-multiple-hyper-parameter-tuning-with-structured-loss-function

1{2  "schema_version": 1,3  "title": "Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function",4  "emoji": "🎯",5  "space_id": "SabaPivot/repro-provably-data-driven-multiple-hyper-parameter-tuning-with-structured-loss-function",6  "paper": {7    "arxiv_id": "2602.02406"8  },9  "tags": [10    "icml2026-repro",11    "paper-JnuwpwbZ8D"12  ],13  "updated_at": "2026-07-29T06:00:09.226845+00:00",14  "root": {15    "slug": "index",16    "title": "Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function",17    "file": "pages/index.md",18    "children": [19      {20        "slug": "executive-summary",21        "title": "Executive summary",22        "file": "pages/executive-summary/page.md",23        "children": []24      },25      {26        "slug": "claim-1-thm41-fol-framework",27        "title": "claim-1-thm41-fol-framework",28        "file": "pages/claim-1-thm41-fol-framework/page.md",29        "children": []30      },31      {32        "slug": "claim-2-thm51-training-loss",33        "title": "claim-2-thm51-training-loss",34        "file": "pages/claim-2-thm51-training-loss/page.md",35        "children": []36      },37      {38        "slug": "claim-3-thm61-bilevel-validation-loss",39        "title": "claim-3-thm61-bilevel-validation-loss",40        "file": "pages/claim-3-thm61-bilevel-validation-loss/page.md",41        "children": []42      },43      {44        "slug": "claim-4-thm72-piecewise-rational-path",45        "title": "claim-4-thm72-piecewise-rational-path",46        "file": "pages/claim-4-thm72-piecewise-rational-path/page.md",47        "children": []48      },49      {50        "slug": "claim-5-thm81-weighted-group-lasso",51        "title": "claim-5-thm81-weighted-group-lasso",52        "file": "pages/claim-5-thm81-weighted-group-lasso/page.md",53        "children": []54      },55      {56        "slug": "claim-6-thm82-weighted-fused-lasso",57        "title": "claim-6-thm82-weighted-fused-lasso",58        "file": "pages/claim-6-thm82-weighted-fused-lasso/page.md",59        "children": []60      },61      {62        "slug": "claim-7-failure-boundaries",63        "title": "failure-boundaries",64        "file": "pages/claim-7-failure-boundaries/page.md",65        "children": []66      },67      {68        "slug": "claim-8-methods-provenance",69        "title": "methods-provenance",70        "file": "pages/claim-8-methods-provenance/page.md",71        "children": []72      },73      {74        "slug": "conclusion",75        "title": "conclusion",76        "file": "pages/conclusion/page.md",77        "children": []78      }79    ]80  },81  "agent_view_tokens": 11575,82  "revision": "1785210130688548000"83}84