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  "title": "Reproduction: Exactly Computing do-Shapley Values",
  "emoji": "🎯",
  "space_id": "SabaPivot/repro-exactly-computing-do-shapley-values",
  "paper": {
    "arxiv_id": "2602.07203"
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  "tags": [
    "icml2026-repro",
    "paper-Peim0KY6ty"
  ],
  "updated_at": "2026-07-22T14:03:12+00:00",
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    "title": "Reproduction: Exactly Computing do-Shapley Values",
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        "slug": "executive-summary",
        "title": "Executive summary",
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      },
      {
        "slug": "claim-1-do-shapley-values-can-be-computed-exactly-in-o-r-d-e-t-time-where",
        "title": "Claim 1: Exact class-compressed Shapley",
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        "children": []
      },
      {
        "slug": "claim-2-theorem-5-1-shows-the-do-shapley-value-phi-i-is-identifiable-if",
        "title": "Claim 2: Singleton identifiability test",
        "file": "pages/claim-2-theorem-5-1-shows-the-do-shapley-value-phi-i-is-identifiable-if/page.md",
        "children": []
      },
      {
        "slug": "claim-3-lemma-3-1-establishes-that-for-any-closed-set-with-a",
        "title": "Claim 3: Closed-set lattice traversal",
        "file": "pages/claim-3-lemma-3-1-establishes-that-for-any-closed-set-with-a/page.md",
        "children": []
      },
      {
        "slug": "claim-4-algorithm-3-boundary-sampling-guarantees-discovery-of-min-m-r-distinct",
        "title": "Claim 4: Boundary-sampling guarantee",
        "file": "pages/claim-4-algorithm-3-boundary-sampling-guarantees-discovery-of-min-m-r-distinct/page.md",
        "children": []
      },
      {
        "slug": "claim-5-the-doregressionmsr-estimator-consistently-outperforms-baseline-variants-and-exhibits-a",
        "title": "Claim 5: Estimator phase transition",
        "file": "pages/claim-5-the-doregressionmsr-estimator-consistently-outperforms-baseline-variants-and-exhibits-a/page.md",
        "children": []
      },
      {
        "slug": "claim-6-real-world-causal-structures-tend-to-be-sparse-so-the-number",
        "title": "Claim 6: Real-world sparsity claim",
        "file": "pages/claim-6-real-world-causal-structures-tend-to-be-sparse-so-the-number/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
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      }
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