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  "title": "Reproduction: OSF - On Pre-training and Scaling of Sleep Foundation Models",
  "emoji": "\ud83d\udca4",
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  "paper": "rlVGCyjqnt",
  "tags": [
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    "paper-rlVGCyjqnt"
  ],
  "updated_at": "2026-07-25T10:16:16+00:00",
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    "title": "Reproduction: OSF - On Pre-training and Scaling of Sleep Foundation Models",
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    "children": [
      {
        "slug": "executive-summary",
        "title": "executive-summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-sleepbench-dataset-statistics",
        "title": "Claim 1: SleepBench dataset statistics",
        "file": "pages/claim-1-sleepbench-dataset-statistics/page.md",
        "children": []
      },
      {
        "slug": "claim-2-osf-vs-sleepfm-on-mros",
        "title": "Claim 2: OSF vs SleepFM on MROS",
        "file": "pages/claim-2-osf-vs-sleepfm-on-mros/page.md",
        "children": []
      },
      {
        "slug": "claim-3-time-masking-channel-masking-ablation",
        "title": "Claim 3: Time masking + channel masking ablation",
        "file": "pages/claim-3-time-masking-channel-masking-ablation/page.md",
        "children": []
      },
      {
        "slug": "claim-4-missing-channel-inference-scenarios",
        "title": "Claim 4: Missing-channel inference scenarios",
        "file": "pages/claim-4-missing-channel-inference-scenarios/page.md",
        "children": []
      },
      {
        "slug": "claim-5-scaling-with-data-fraction-and-encoder-capacity",
        "title": "Claim 5: Scaling with data fraction and encoder capacity",
        "file": "pages/claim-5-scaling-with-data-fraction-and-encoder-capacity/page.md",
        "children": []
      },
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        "slug": "conclusion",
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        "children": []
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