Pith Number

pith:EJMZIG52

pith:2021:EJMZIG527F4CXTHKCA3QYSO5KK

not attested not anchored not stored refs pending

The Dual PC Algorithm and the Role of Gaussianity for Structure Learning of Bayesian Networks

Enrico Giudice, Giusi Moffa, Jack Kuipers

arxiv:2112.09036 v6 · 2021-12-16 · stat.ML · cs.LG · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EJMZIG527F4CXTHKCA3QYSO5KK}

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	2026-07-05T06:24:43.359118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2259941bbaf9782bccea10370c49dd52b1f4eb4fc2bcd5bed18884912bb703f1

Aliases

arxiv: 2112.09036 · arxiv_version: 2112.09036v6 · doi: 10.48550/arxiv.2112.09036 · pith_short_12: EJMZIG527F4C · pith_short_16: EJMZIG527F4CXTHK · pith_short_8: EJMZIG52

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/EJMZIG527F4CXTHKCA3QYSO5KK \
  | 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: 2259941bbaf9782bccea10370c49dd52b1f4eb4fc2bcd5bed18884912bb703f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cca63f4251358f6d9bc23ff7fca415b0e581b0c08deba5e791a9927c0408645b",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-12-16T17:27:29Z",
    "title_canon_sha256": "9809b6b5657e84f3a9aca3c313542b73b372b160c2b1cfb017aef2c075cdf2a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.09036",
    "kind": "arxiv",
    "version": 6
  }
}