Pith Number

pith:H2BYNZ2L

pith:2022:H2BYNZ2LDAYK22J2CM653MPXVL

not attested not anchored not stored refs pending

Interventions, Where and How? Experimental Design for Causal Models at Scale

Andrew Jesson, Bernhard Sch\"olkopf, Panagiotis Tigas, Stefan Bauer, Yarin Gal, Yashas Annadani

arxiv:2203.02016 v3 · 2022-03-03 · cs.LG · cs.AI · 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{H2BYNZ2LDAYK22J2CM653MPXVL}

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.

Receipt and verification

First computed	2026-07-05T05:09:05.041549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e8386e74b1830ad693a133dddb1f7aad3af2ccac35c205548ffc544ee00bde5

Aliases

arxiv: 2203.02016 · arxiv_version: 2203.02016v3 · doi: 10.48550/arxiv.2203.02016 · pith_short_12: H2BYNZ2LDAYK · pith_short_16: H2BYNZ2LDAYK22J2 · pith_short_8: H2BYNZ2L

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/H2BYNZ2LDAYK22J2CM653MPXVL \
  | 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: 3e8386e74b1830ad693a133dddb1f7aad3af2ccac35c205548ffc544ee00bde5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "220ccfaec744044d25221199939a03782f5a46b91fd7846249a37895574251e6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-03T20:59:04Z",
    "title_canon_sha256": "f539f0131bb4f655a029b4cbb0be3d3e3ab6a6159121ec659c52bfe4c9d1a7b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.02016",
    "kind": "arxiv",
    "version": 3
  }
}