Pith Number

pith:L3DJOOBW

pith:2017:L3DJOOBWIXR3CALUTRAJKKG2TS

not attested not anchored not stored refs pending

Fisher-Schultz Lecture: Generic Machine Learning Inference on Heterogenous Treatment Effects in Randomized Experiments, with an Application to Immunization in India

Esther Duflo, Iv\'an Fern\'andez-Val, Mert Demirer, Victor Chernozhukov

arxiv:1712.04802 v8 · 2017-12-13 · stat.ML · econ.EM · math.ST · stat.TH

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\usepackage{pith}
\pithnumber{L3DJOOBWIXR3CALUTRAJKKG2TS}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

3 papers in Pith

Shared-Donor Inference for Heterogeneity in Many-Group Synthetic Difference-in-Differences

Nonparametric inference for sublevel-set probabilities of conditional average treatment effect functions

A general nonparametric framework for testing hypotheses about function-valued parameters

Receipt and verification

First computed	2026-07-05T07:04:07.622558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ec697383645e3b101749c409528da9caee676ec179a7803f498d7967557a262

Aliases

arxiv: 1712.04802 · arxiv_version: 1712.04802v8 · doi: 10.48550/arxiv.1712.04802 · pith_short_12: L3DJOOBWIXR3 · pith_short_16: L3DJOOBWIXR3CALU · pith_short_8: L3DJOOBW

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/L3DJOOBWIXR3CALUTRAJKKG2TS \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 5ec697383645e3b101749c409528da9caee676ec179a7803f498d7967557a262

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4b21540d6a3a99d4dba3a0ffda540128fe8c9ccb1a35b5925b02bdd441cc6df",
    "cross_cats_sorted": [
      "econ.EM",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-12-13T14:47:57Z",
    "title_canon_sha256": "48be1cd9d4d0eff5220e3bef75cee8b78cdafcbe23679ab4bbc111f6dc1fe892"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.04802",
    "kind": "arxiv",
    "version": 8
  }
}