Pith Number

pith:G3GGWQKY

pith:2023:G3GGWQKYBKX7BVLJHI6ZKHY2EZ

not attested not anchored not stored refs pending

Targeting relative risk heterogeneity with causal forests

Andrea Stor{\aa}s, Chris Holmes, Vik Shirvaikar, Xi Lin

arxiv:2309.15793 v3 · 2023-09-26 · stat.ME · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G3GGWQKYBKX7BVLJHI6ZKHY2EZ}

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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

1 paper in Pith

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects

Receipt and verification

First computed	2026-07-05T11:17:31.302190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36cc6b41580aaff0d5693a3d951f1a26613b796fd51fe107f947520abdcf886e

Aliases

arxiv: 2309.15793 · arxiv_version: 2309.15793v3 · doi: 10.48550/arxiv.2309.15793 · pith_short_12: G3GGWQKYBKX7 · pith_short_16: G3GGWQKYBKX7BVLJ · pith_short_8: G3GGWQKY

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/G3GGWQKYBKX7BVLJHI6ZKHY2EZ \
  | 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: 36cc6b41580aaff0d5693a3d951f1a26613b796fd51fe107f947520abdcf886e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4269135ea7ce3ef226e243fbc733fccb51dc1c7fc9d5db87ddf5ecf1ddcae35c",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2023-09-26T16:57:46Z",
    "title_canon_sha256": "1c605471951367b0c4e66ec9348488b514c8320fde589312474e8a65e87c91a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.15793",
    "kind": "arxiv",
    "version": 3
  }
}