Pith Number

pith:LGK6VJJE

pith:2021:LGK6VJJE644O2JQCPAD6JZX7EG

not attested not anchored not stored refs pending

Hybrid Bayesian network discovery with latent variables by scoring multiple interventions

Anthony C. Constantinou, Kiattikun Chobtham, Neville K. Kitson

arxiv:2112.10574 v2 · 2021-12-20 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LGK6VJJE644O2JQCPAD6JZX7EG}

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	2026-07-05T05:07:21.635740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5995eaa524f738ed26027807e4e6ff21a325e0cc93087df748e9f2bcc3ae108d

Aliases

arxiv: 2112.10574 · arxiv_version: 2112.10574v2 · doi: 10.48550/arxiv.2112.10574 · pith_short_12: LGK6VJJE644O · pith_short_16: LGK6VJJE644O2JQC · pith_short_8: LGK6VJJE

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/LGK6VJJE644O2JQCPAD6JZX7EG \
  | 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: 5995eaa524f738ed26027807e4e6ff21a325e0cc93087df748e9f2bcc3ae108d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b34b024e8ed8402dd90b5ef795ccca47ad929f546fb3e1c446a2773e3f2bc840",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-20T14:54:41Z",
    "title_canon_sha256": "a0a6a7846f4a980c32d067a30f22b0c000d260b1e157a58c2b560d8d944f8428"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.10574",
    "kind": "arxiv",
    "version": 2
  }
}