Pith Number

pith:TQQADB3U

pith:2022:TQQADB3UPLMTNWIQ2ZV2MBGSNH

not attested not anchored not stored refs pending

Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions

Armeen Taeb, Christina Heinze-Deml, Juan L. Gamella, Peter B\"uhlmann

arxiv:2211.14897 v4 · 2022-11-27 · stat.ME · stat.CO · stat.ML

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\usepackage{pith}
\pithnumber{TQQADB3UPLMTNWIQ2ZV2MBGSNH}

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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

Generative Intervention Models for Causal Perturbation Modeling

Receipt and verification

First computed	2026-07-05T10:29:11.751756Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c200187747ad936d910d66ba604d269d3459f1b34fcaaf9f2a5f87a1474cdd2

Aliases

arxiv: 2211.14897 · arxiv_version: 2211.14897v4 · doi: 10.48550/arxiv.2211.14897 · pith_short_12: TQQADB3UPLMT · pith_short_16: TQQADB3UPLMTNWIQ · pith_short_8: TQQADB3U

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/TQQADB3UPLMTNWIQ2ZV2MBGSNH \
  | 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: 9c200187747ad936d910d66ba604d269d3459f1b34fcaaf9f2a5f87a1474cdd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0e0e83fdfad2b98c19ec71630112a4cf2778ade9d97d634ba47c96f12d854fd",
    "cross_cats_sorted": [
      "stat.CO",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2022-11-27T17:37:21Z",
    "title_canon_sha256": "635009a052313cd92b91028f0f3f8919cfa6f12f462d5e77ad21715ebe8927e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.14897",
    "kind": "arxiv",
    "version": 4
  }
}