{
  "schema_version": 2,
  "title": "Reproduction: STAND: Self-Aware Precondition Induction for Interactive Task Learning",
  "emoji": "🎯",
  "space_id": "nmaher/repro-stand-self-aware-precondition-induction-for-interactive-task-learning",
  "paper": {
    "arxiv_id": "2409.07653"
  },
  "tags": [
    "icml2026-repro",
    "paper-NJes6aeTem"
  ],
  "updated_at": "2026-08-02T12:13:40+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: STAND: Self-Aware Precondition Induction for Interactive Task Learning",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-synthetic-task-accuracy-vs-decision-tree-rf-xgboost-neuralnet-baselines",
        "title": "Claim 1: Synthetic-task accuracy vs decision tree/RF/XGBoost/NeuralNet baselines",
        "file": "pages/claim-1-synthetic-task-accuracy-vs-decision-tree-rf-xgboost-neuralnet-baselines/page.md",
        "children": []
      },
      {
        "slug": "claim-2-error-reoccurrence-fp-fn",
        "title": "Claim 2: Error reoccurrence (FP/FN)",
        "file": "pages/claim-2-error-reoccurrence-fp-fn/page.md",
        "children": []
      },
      {
        "slug": "claim-3-productive-monotonicity",
        "title": "Claim 3: Productive monotonicity",
        "file": "pages/claim-3-productive-monotonicity/page.md",
        "children": []
      },
      {
        "slug": "claim-4-calibration-near-100-predicted-probability",
        "title": "Claim 4: Calibration near 100% predicted probability",
        "file": "pages/claim-4-calibration-near-100-predicted-probability/page.md",
        "children": []
      },
      {
        "slug": "claim-5-active-learning-utility",
        "title": "Claim 5: Active learning utility",
        "file": "pages/claim-5-active-learning-utility/page.md",
        "children": []
      },
      {
        "slug": "claim-6-hyperparameter-sensitivity-lambda-p",
        "title": "Claim 6: Hyperparameter sensitivity (lambda_p)",
        "file": "pages/claim-6-hyperparameter-sensitivity-lambda-p/page.md",
        "children": []
      },
      {
        "slug": "claim-7-uci-noisy-dataset-benchmark-comparability",
        "title": "Claim 7: UCI noisy-dataset benchmark comparability",
        "file": "pages/claim-7-uci-noisy-dataset-benchmark-comparability/page.md",
        "children": []
      },
      {
        "slug": "claim-8-real-itl-domain-claims-dice-adventure-fractions-mc-addition-blocked",
        "title": "Claim 8: Real ITL-domain claims (Dice Adventure, Fractions, MC Addition) -- BLOCKED",
        "file": "pages/claim-8-real-itl-domain-claims-dice-adventure-fractions-mc-addition-blocked/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
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