{
  "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"
}