Pith Number

pith:ATMZ2PWQ

pith:2024:ATMZ2PWQTGWLVVSCF3EURTQ2XW

not attested not anchored not stored refs pending

Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery

ChengAo Shen, Dongkuan Xu, Dongsheng Luo, Haifeng Chen, Jingchao Ni, Zhengzhang Chen

arxiv:2412.13667 v2 · 2024-12-18 · 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{ATMZ2PWQTGWLVVSCF3EURTQ2XW}

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	2026-07-05T11:13:17.319817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04d99d3ed099acbad6422ec948ce1abd8f5e235cc4246799a739de433553b864

Aliases

arxiv: 2412.13667 · arxiv_version: 2412.13667v2 · doi: 10.48550/arxiv.2412.13667 · pith_short_12: ATMZ2PWQTGWL · pith_short_16: ATMZ2PWQTGWLVVSC · pith_short_8: ATMZ2PWQ

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/ATMZ2PWQTGWLVVSCF3EURTQ2XW \
  | 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: 04d99d3ed099acbad6422ec948ce1abd8f5e235cc4246799a739de433553b864

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8f3aa7d3b1ce9d4f7df0d84d65d382b1ac4dc5f284e98aaedb5bd772370b87a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T09:50:00Z",
    "title_canon_sha256": "865386efbd1e707f68fd316f0352c3f4a4c474fe983677a024f079713549c5df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13667",
    "kind": "arxiv",
    "version": 2
  }
}