| { |
| "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" |
| } |
