Pith Number

pith:KO5ISGV6

pith:2024:KO5ISGV6K6E66R7LHBG32Z6UBW

not attested not anchored not stored refs pending

Estimating Heterogeneous Treatment Effects for Spatio-Temporal Causal Inference

Georgia Papadogeorgou, Jason Lyall, Kosuke Imai, Lingxiao Zhou

arxiv:2412.15128 v3 · 2024-12-19 · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KO5ISGV6K6E66R7LHBG32Z6UBW}

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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

CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data

Receipt and verification

First computed	2026-08-05T00:40:38.655227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53ba891abe5789ef47eb384dbd67d40da55690bad192686bec924e871d1931d6

Aliases

arxiv: 2412.15128 · arxiv_version: 2412.15128v3 · doi: 10.48550/arxiv.2412.15128 · pith_short_12: KO5ISGV6K6E6 · pith_short_16: KO5ISGV6K6E66R7L · pith_short_8: KO5ISGV6

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/KO5ISGV6K6E66R7LHBG32Z6UBW \
  | 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: 53ba891abe5789ef47eb384dbd67d40da55690bad192686bec924e871d1931d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "442a8501a1ec6dff7e096b8f1cef8e1bf5f32ad6b44858bbf37a1cb862d681b2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-12-19T18:08:54Z",
    "title_canon_sha256": "0b29a7fcc0ed041fa3db0d49880d60b0971fdf7ccbf4bd66b5c42a4e1fa8f757"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15128",
    "kind": "arxiv",
    "version": 3
  }
}