{
  "schema_version": 1,
  "title": "Reproduction: Fair Decisions from Calibrated Scores",
  "emoji": "\ud83c\udfaf",
  "space_id": "ProCreations/repro-nanoquant-efficient-sub-1-bit-quantization-of-large-language-models",
  "paper": {
    "arxiv_id": "2602.07285",
    "openreview_id": "XiD5RhcEDK"
  },
  "tags": [
    "icml2026-repro",
    "paper-XiD5RhcEDK"
  ],
  "updated_at": "2026-07-22T21:51:50.457390+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: Fair Decisions from Calibrated Scores",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-0-current-anchored-claim-map",
        "title": "Claim 0: Current anchored-claim evidence map",
        "file": "pages/claim-0-current-anchored-claim-map/page.md",
        "children": []
      },
      {
        "slug": "claim-1-group-calibrated-scores-including-true-class-probabilities-violate-predictive-parity-after-thresholding",
        "title": "Claim 1: Group-calibrated scores, including true class probabilities, violate predictive parity after thresholding",
        "file": "pages/claim-1-group-calibrated-scores-including-true-class-probabilities-violate-predictive-parity-after-thresholding/page.md",
        "children": []
      },
      {
        "slug": "claim-2-presents-exact-solution-for-optimal-binary-randomized-classification-under-sufficiency-with-finite-group-calibrated-scores",
        "title": "Claim 2: Presents exact solution for optimal binary randomized classification under sufficiency with finite group-calibrated scores",
        "file": "pages/claim-2-presents-exact-solution-for-optimal-binary-randomized-classification-under-sufficiency-with-finite-group-calibrated-scores/page.md",
        "children": []
      },
      {
        "slug": "claim-3-geometric-characterization-identifies-optimal-classifier-minimizing-deviation-from-separation-subject-to-sufficiency",
        "title": "Claim 3: Geometric characterization identifies optimal classifier minimizing deviation from separation subject to sufficiency",
        "file": "pages/claim-3-geometric-characterization-identifies-optimal-classifier-minimizing-deviation-from-separation-subject-to-sufficiency/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 8000,
  "revision": "1784410403300699000"
}