Pith Number

pith:LVWJ6O3Z

pith:2024:LVWJ6O3ZZXDL63MEE2H6OKFPSA

not attested not anchored not stored refs pending

Choosing DAG Models Using Markov and Minimal Edge Count in the Absence of Ground Truth

Bryan Andrews, Joseph D. Ramsey, Peter Spirtes

arxiv:2409.20187 v1 · 2024-09-30 · cs.LG · cs.AI · stat.ME · 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{LVWJ6O3ZZXDL63MEE2H6OKFPSA}

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.

Cited by

1 paper in Pith

Causal discovery on vector-valued variables and consistency-guided aggregation

Receipt and verification

First computed	2026-07-05T09:13:40.173195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d6c9f3b79cdc6bf6d84268fe728af9030285ed503c3f16afebd2c0ebcd799ad

Aliases

arxiv: 2409.20187 · arxiv_version: 2409.20187v1 · doi: 10.48550/arxiv.2409.20187 · pith_short_12: LVWJ6O3ZZXDL · pith_short_16: LVWJ6O3ZZXDL63ME · pith_short_8: LVWJ6O3Z

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/LVWJ6O3ZZXDL63MEE2H6OKFPSA \
  | 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: 5d6c9f3b79cdc6bf6d84268fe728af9030285ed503c3f16afebd2c0ebcd799ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32df2cf09497b021fa293b4c15e046fae30c9188818386f8f1aeb333d8818d25",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-30T11:03:44Z",
    "title_canon_sha256": "3de894c9f548758b2e12bf1356ebc0bf8d90ca0027f23f3d30e6000481479322"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.20187",
    "kind": "arxiv",
    "version": 1
  }
}