Pith Number

pith:43DRVM5B

pith:2012:43DRVM5B5NBJIEBTQDOQ4J4IBV

not attested not anchored not stored refs pending

Discovering Cyclic Causal Models by Independent Components Analysis

Gustavo Lacerda, Joseph Ramsey, Patrik O. Hoyer, Peter L. Spirtes

arxiv:1206.3273 v1 · 2012-06-13 · cs.AI · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{43DRVM5B5NBJIEBTQDOQ4J4IBV}

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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

SCOUT: Cyclic Causal Discovery Under Soft Interventions with Unknown Targets

Receipt and verification

First computed	2026-05-18T03:53:30.852614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6c71ab3a1eb4294103380dd0e27880d692f515d05357f61d7fc043cfc41121b

Aliases

arxiv: 1206.3273 · arxiv_version: 1206.3273v1 · doi: 10.48550/arxiv.1206.3273 · pith_short_12: 43DRVM5B5NBJ · pith_short_16: 43DRVM5B5NBJIEBT · pith_short_8: 43DRVM5B

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/43DRVM5B5NBJIEBTQDOQ4J4IBV \
  | 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: e6c71ab3a1eb4294103380dd0e27880d692f515d05357f61d7fc043cfc41121b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfc0f8c32ce382135eb8fb27788a9d18b2fafdbab83c800ad73c957c560d4836",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2012-06-13T15:39:27Z",
    "title_canon_sha256": "fc218647ba5df1f575633fcad054b14f7de15ddf97f4eec90112daf6a740e4d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1206.3273",
    "kind": "arxiv",
    "version": 1
  }
}