Pith Number

pith:WUOF4OA2

pith:2025:WUOF4OA2J2LZVIFRERONAEUG5S

not attested not anchored not stored refs pending

Causal Discovery from Data Assisted by Large Language Models

Alexander Molak, Chris Nelson, Ichiro Takeuchi, Kamyar Barakati, Sergei V. Kalinin, Xiaohang Zhang

arxiv:2503.13833 v1 · 2025-03-18 · cond-mat.mtrl-sci · 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{WUOF4OA2J2LZVIFRERONAEUG5S}

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

EviDAG: Auditable Causal DAG Authoring with Biomedical Literature

Receipt and verification

First computed	2026-07-05T10:33:19.415513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b51c5e381a4e979aa0b1245cd01286ecb357d0273cde6d4f9534557aefd27bb4

Aliases

arxiv: 2503.13833 · arxiv_version: 2503.13833v1 · doi: 10.48550/arxiv.2503.13833 · pith_short_12: WUOF4OA2J2LZ · pith_short_16: WUOF4OA2J2LZVIFR · pith_short_8: WUOF4OA2

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/WUOF4OA2J2LZVIFRERONAEUG5S \
  | 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: b51c5e381a4e979aa0b1245cd01286ecb357d0273cde6d4f9534557aefd27bb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93c49bb915e9a8ed083534bc556c7f8d015b409fc2e9478621246e3d1c5f5444",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-03-18T02:14:49Z",
    "title_canon_sha256": "a894c248d6ce73d748a488338eee8366fa9fde5b26d297a7f8fbbc694cb82262"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13833",
    "kind": "arxiv",
    "version": 1
  }
}