Pith Number

pith:3MAXG7EN

pith:2024:3MAXG7EN5F7TCZTQXPNMC2S3GV

not attested not anchored not stored refs pending

Regularized Multi-LLMs Collaboration for Enhanced Score-based Causal Discovery

Lina Yao, Ruoyu Wang, Xiaoxuan Li, Yao Liu

arxiv:2411.17989 v1 · 2024-11-27 · cs.LG · cs.AI · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3MAXG7EN5F7TCZTQXPNMC2S3GV}

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	2026-07-05T09:41:09.889351Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db01737c8de97f316670bbdac16a5b3559e7fbaee8485c6e595dfb1831ca6e7f

Aliases

arxiv: 2411.17989 · arxiv_version: 2411.17989v1 · doi: 10.48550/arxiv.2411.17989 · pith_short_12: 3MAXG7EN5F7T · pith_short_16: 3MAXG7EN5F7TCZTQ · pith_short_8: 3MAXG7EN

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/3MAXG7EN5F7TCZTQXPNMC2S3GV \
  | 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: db01737c8de97f316670bbdac16a5b3559e7fbaee8485c6e595dfb1831ca6e7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6e7e17432d87a1c43b2f93eb0e0ac8f6b6ccfc8419f2e5ba41fff05525a0229",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-27T01:56:21Z",
    "title_canon_sha256": "1d602cf41e77fe8cf21b3c59fbcc80afc1179bc044d71c4d362a4bcf1a65a841"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17989",
    "kind": "arxiv",
    "version": 1
  }
}