Pith Number

pith:VD7IZHWL

pith:2023:VD7IZHWLOHFQJQL4YFRUVBYJKE

not attested not anchored not stored refs pending

Causal Effect Estimation from Observational and Interventional Data Through Matrix Weighted Linear Estimators

Bernhard Sch\"olkopf, Julius von K\"ugelgen, Klaus-Rudolf Kladny, Michael Muehlebach

arxiv:2306.06002 v1 · 2023-06-09 · stat.ME · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VD7IZHWLOHFQJQL4YFRUVBYJKE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Automatic, Debiased, and Invariant Counterfactual Generation under General Interventions

Receipt and verification

First computed	2026-07-05T06:26:21.868493Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8fe8c9ecb71cb04c17cc1634a870951294507abad7bb6fe2e9be1c5fcaeab00

Aliases

arxiv: 2306.06002 · arxiv_version: 2306.06002v1 · doi: 10.48550/arxiv.2306.06002 · pith_short_12: VD7IZHWLOHFQ · pith_short_16: VD7IZHWLOHFQJQL4 · pith_short_8: VD7IZHWL

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/VD7IZHWLOHFQJQL4YFRUVBYJKE \
  | 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: a8fe8c9ecb71cb04c17cc1634a870951294507abad7bb6fe2e9be1c5fcaeab00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5554dcc5d6741c0c3cbb73dce39344bb9459bb848e848fd123b3105dd0297fc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2023-06-09T16:16:53Z",
    "title_canon_sha256": "ecb191dc42bfc01126e02bd0c22ee2841715f7ee55f61c0d14a805f5dd4c6123"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.06002",
    "kind": "arxiv",
    "version": 1
  }
}