logbook.json

{
  "schema_version": 1,
  "title": "Repro - SMART: Sample Margin-Aware Recalibration of Temperature Scaling",
  "emoji": "🎯",
  "space_id": "kpshinnik/smart-repro",
  "paper": {
    "arxiv_id": "2506.23492",
    "openreview_id": "IkPdV0stxX",
    "paper_number": "5500",
    "title": "Sample Margin-Aware Recalibration of Temperature Scaling"
  },
  "tags": [
    "icml2026-repro",
    "paper-IkPdV0stxX"
  ],
  "updated_at": "2026-07-18T13:38:13+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - SMART: Sample Margin-Aware Recalibration of Temperature Scaling",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "claim-1-main-algorithm-theorem-1",
        "title": "Claim 1: Main Algorithm (Theorem 1)",
        "file": "pages/claim-1-main-algorithm-theorem-1/page.md",
        "children": []
      },
      {
        "slug": "claim-2-quantum-algorithm-theorem-2",
        "title": "Claim 2: Quantum Algorithm (Theorem 2)",
        "file": "pages/claim-2-quantum-algorithm-theorem-2/page.md",
        "children": []
      },
      {
        "slug": "claim-1-iso-temporal-grouping",
        "title": "Claim 1: Iso-Temporal Grouping",
        "file": "pages/claim-1-iso-temporal-grouping/page.md",
        "children": []
      },
      {
        "slug": "claim-3-hessian-estimation-theorem-6",
        "title": "Claim 3: Hessian Estimation (Theorem 6)",
        "file": "pages/claim-3-hessian-estimation-theorem-6/page.md",
        "children": []
      },
      {
        "slug": "claim-4-hessian-vector-product-theorem-5",
        "title": "Claim 4: Hessian-Vector Product (Theorem 5)",
        "file": "pages/claim-4-hessian-vector-product-theorem-5/page.md",
        "children": []
      },
      {
        "slug": "claim-2-temporal-gradient-rectification",
        "title": "Claim 2: Temporal Gradient Rectification",
        "file": "pages/claim-2-temporal-gradient-rectification/page.md",
        "children": []
      },
      {
        "slug": "claim-3-vbench-scores",
        "title": "Claim 3: VBench Scores",
        "file": "pages/claim-3-vbench-scores/page.md",
        "children": []
      },
      {
        "slug": "claim-4-ablation-study",
        "title": "Claim 4: Ablation Study",
        "file": "pages/claim-4-ablation-study/page.md",
        "children": []
      },
      {
        "slug": "claim-5-training-acceleration",
        "title": "Claim 5: Training Acceleration",
        "file": "pages/claim-5-training-acceleration/page.md",
        "children": []
      },
      {
        "slug": "claim-1-proposition-3-2-g-boundedness",
        "title": "Claim 1: Proposition 3.2 (g-Boundedness)",
        "file": "pages/claim-1-proposition-3-2-g-boundedness/page.md",
        "children": []
      },
      {
        "slug": "claim-2-smart-network-architecture-49-params",
        "title": "Claim 2: SMART Network Architecture (49 params)",
        "file": "pages/claim-2-smart-network-architecture-49-params/page.md",
        "children": []
      },
      {
        "slug": "claim-3-cifar-100-resnet-50-ece-15-bins",
        "title": "Claim 3: CIFAR-100 ResNet-50 ECE (15 bins)",
        "file": "pages/claim-3-cifar-100-resnet-50-ece-15-bins/page.md",
        "children": []
      },
      {
        "slug": "claim-4-imagenet-c-resnet-50-robustness",
        "title": "Claim 4: ImageNet-C ResNet-50 Robustness",
        "file": "pages/claim-4-imagenet-c-resnet-50-robustness/page.md",
        "children": []
      },
      {
        "slug": "claim-5-data-efficiency-50-samples",
        "title": "Claim 5: Data Efficiency (50 samples)",
        "file": "pages/claim-5-data-efficiency-50-samples/page.md",
        "children": []
      },
      {
        "slug": "claim-6-runtime-comparison",
        "title": "Claim 6: Runtime Comparison",
        "file": "pages/claim-6-runtime-comparison/page.md",
        "children": []
      },
      {
        "slug": "claim-1-mpft-framework-4-stages",
        "title": "Claim 1: MPFT Framework 4-Stages",
        "file": "pages/claim-1-mpft-framework-4-stages/page.md",
        "children": []
      },
      {
        "slug": "claim-2-rl-algorithms-integration-moppo-mosac-motd7",
        "title": "Claim 2: RL Algorithms Integration MOPPO MOSAC MOTD7",
        "file": "pages/claim-2-rl-algorithms-integration-moppo-mosac-motd7/page.md",
        "children": []
      },
      {
        "slug": "claim-3-environment-steps-reduction-and-hypervolume",
        "title": "Claim 3: Environment Steps Reduction and Hypervolume",
        "file": "pages/claim-3-environment-steps-reduction-and-hypervolume/page.md",
        "children": []
      },
      {
        "slug": "claim-4-mujoco-environments",
        "title": "Claim 4: MuJoCo Environments",
        "file": "pages/claim-4-mujoco-environments/page.md",
        "children": []
      },
      {
        "slug": "claim-5-cpu-and-memory-usage",
        "title": "Claim 5: CPU and Memory Usage",
        "file": "pages/claim-5-cpu-and-memory-usage/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 12670,
  "revision": "1784381893872676000"
}