| { |
| "schema_version": 1, |
| "title": "Reproduction: When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control", |
| "emoji": "🎯", |
| "space_id": "Sor0ush/repro-when-does-adaptation-win-scaling-laws-for-meta-learning-in-quantum-control", |
| "paper": { |
| "arxiv_id": "2601.18973" |
| }, |
| "tags": [ |
| "icml2026-repro", |
| "paper-Gu9pw3D6vT" |
| ], |
| "updated_at": "2026-07-18T17:29:11+00:00", |
| "root": { |
| "slug": "index", |
| "title": "Reproduction: When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control", |
| "file": "pages/index.md", |
| "children": [ |
| { |
| "slug": "executive-summary", |
| "title": "Executive summary", |
| "file": "pages/executive-summary/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-1-scaling-law-for-adaptation-gain-theorem-4-8", |
| "title": "Claim 1: Scaling law for adaptation gain (Theorem 4.8)", |
| "file": "pages/claim-1-scaling-law-for-adaptation-gain-theorem-4-8/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-2-single-qubit-x-gate-exponential-saturation-r-2-0-99-beta-0-083", |
| "title": "Claim 2: Single-qubit X-gate exponential saturation (R^2>0.99, beta~0.083)", |
| "file": "pages/claim-2-single-qubit-x-gate-exponential-saturation-r-2-0-99-beta-0-083/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-3-two-qubit-cz-under-10x-noise-40pp-fidelity-gain", |
| "title": "Claim 3: Two-qubit CZ under 10x noise: >40pp fidelity gain", |
| "file": "pages/claim-3-two-qubit-cz-under-10x-noise-40pp-fidelity-gain/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-4-assumption-4-3-polyak-lojasiewicz-curvature-mu-0-03", |
| "title": "Claim 4: Assumption 4.3 Polyak-Lojasiewicz curvature mu~0.03", |
| "file": "pages/claim-4-assumption-4-3-polyak-lojasiewicz-curvature-mu-0-03/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-5-corollary-4-10-negligible-benefit-at-low-task-variance", |
| "title": "Claim 5: Corollary 4.10: negligible benefit at low task variance", |
| "file": "pages/claim-5-corollary-4-10-negligible-benefit-at-low-task-variance/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-6-classical-lqr-reproduces-the-exponential-scaling-law", |
| "title": "Claim 6: Classical LQR reproduces the exponential scaling law", |
| "file": "pages/claim-6-classical-lqr-reproduces-the-exponential-scaling-law/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "conclusion", |
| "title": "Conclusion", |
| "file": "pages/conclusion/page.md", |
| "children": [] |
| } |
| ] |
| }, |
| "agent_view_tokens": 4278, |
| "revision": "1784395751231525665" |
| } |
