| { |
| "schema_version": 2, |
| "title": "Reproduction: A Fully First-Order Layer for Differentiable Optimization", |
| "emoji": "🔬", |
| "space_id": "Jaycee766/repro-a-fully-first-order-layer-for-differentiable-optimization", |
| "paper": { |
| "openreview_id": "jJur8Fq7IK", |
| "arxiv_id": "2512.02494" |
| }, |
| "tags": [ |
| "icml2026-repro", |
| "paper-jJur8Fq7IK" |
| ], |
| "updated_at": "2026-08-02T15:43:02+00:00", |
| "root": { |
| "slug": "index", |
| "title": "Reproduction: A Fully First-Order Layer for Differentiable Optimization", |
| "file": "pages/index.md", |
| "children": [ |
| { |
| "slug": "executive-summary", |
| "title": "Executive summary", |
| "file": "pages/executive-summary/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-1-first-order-hypergradient-oracle-alg-1", |
| "title": "Claim 1: First-order hypergradient oracle (Alg. 1)", |
| "file": "pages/claim-1-first-order-hypergradient-oracle-alg-1/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-2-ghost-bilevel-preserves-hypergradient-thm-4-1", |
| "title": "Claim 2: Ghost bilevel preserves hypergradient (Thm 4.1)", |
| "file": "pages/claim-2-ghost-bilevel-preserves-hypergradient-thm-4-1/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-3-oracle-complexity", |
| "title": "Claim 3: Oracle complexity Õ(δ⁻¹ε⁻³)", |
| "file": "pages/claim-3-oracle-complexity/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-4-matches-cvxpylayer-qpth-on-qp-and-sudoku", |
| "title": "Claim 4: Matches CvxpyLayer/qpth on QP and Sudoku", |
| "file": "pages/claim-4-matches-cvxpylayer-qpth-on-qp-and-sudoku/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-5-objective-agnostic-pytorch-api-c-detach-df-dy", |
| "title": "Claim 5: Objective-agnostic PyTorch API (c := detach(dF/dy*))", |
| "file": "pages/claim-5-objective-agnostic-pytorch-api-c-detach-df-dy/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-6-outperforms-lpgd-without-hessian-inversion", |
| "title": "Claim 6: Outperforms LPGD without Hessian inversion", |
| "file": "pages/claim-6-outperforms-lpgd-without-hessian-inversion/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "conclusion", |
| "title": "Conclusion", |
| "file": "pages/conclusion/page.md", |
| "children": [] |
| } |
| ] |
| }, |
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