| { | |
| "schema_version": 2, | |
| "title": "Reproduction: A Fully First-Order Layer for Differentiable Optimization", | |
| "emoji": "⚙️", | |
| "space_id": "amkkk/repro-a-fully-first-order-layer-for-differentiable-optimization", | |
| "paper": { | |
| "arxiv_id": "2512.02494", | |
| "openreview_id": "jJur8Fq7IK" | |
| }, | |
| "tags": [ | |
| "icml2026-repro", | |
| "paper-jJur8Fq7IK" | |
| ], | |
| "updated_at": "2026-08-01T20:48:18+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-algorithm", | |
| "title": "Claim 1: ε-approximate hypergradient with an active-set Lagrangian oracle", | |
| "file": "pages/claim-1-algorithm/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-2-ghost-bilevel", | |
| "title": "Claim 2: ghost bilevel reformulation (Theorem 4.1)", | |
| "file": "pages/claim-2-ghost-bilevel/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-3-complexity", | |
| "title": "Claim 3: O(δ⁻¹ε⁻³) oracle complexity and general convex constraints", | |
| "file": "pages/claim-3-complexity/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-4-qp-sudoku", | |
| "title": "Claim 4: synthetic QP and 9×9 Sudoku LP benchmarks", | |
| "file": "pages/claim-4-qp-sudoku/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-5-implementation", | |
| "title": "Claim 5: objective-agnostic PyTorch FFOLayer", | |
| "file": "pages/claim-5-implementation/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-6-lpgd", | |
| "title": "Claim 6: FFOLayer vs LPGD and Hessian-free backward", | |
| "file": "pages/claim-6-lpgd/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "conclusion", | |
| "title": "Conclusion", | |
| "file": "pages/conclusion/page.md", | |
| "children": [] | |
| } | |
| ] | |
| }, | |
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