Pith Number

pith:PAUZGASJ

pith:2024:PAUZGASJNWJFC7VMUZG7Q4PRZD

not attested not anchored not stored refs pending

RealTCD: Temporal Causal Discovery from Interventional Data with Large Language Model

Fang Shen, Jialong Wang, Peiwen Li, Wenweu Zhu, Xin Wang, Yang Li, Yuan Meng, Yue Li, Zeyang Zhang

arxiv:2404.14786 v2 · 2024-04-23 · cs.AI · cs.LG · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PAUZGASJNWJFC7VMUZG7Q4PRZD}

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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

A Survey of AIOps in the Era of Large Language Models

Receipt and verification

First computed	2026-07-05T08:23:21.504539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78299302496d92517eaca64df871f1c8c09331ae981b441ce545e4a8a1fe232c

Aliases

arxiv: 2404.14786 · arxiv_version: 2404.14786v2 · doi: 10.48550/arxiv.2404.14786 · pith_short_12: PAUZGASJNWJF · pith_short_16: PAUZGASJNWJFC7VM · pith_short_8: PAUZGASJ

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/PAUZGASJNWJFC7VMUZG7Q4PRZD \
  | 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: 78299302496d92517eaca64df871f1c8c09331ae981b441ce545e4a8a1fe232c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f93974100e092b3d9eb2e20d253cb9601556109e387211abef616fe2efc233c",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-23T06:52:40Z",
    "title_canon_sha256": "5c069229edc3fd496da7ed39b4984c44c84a169ee05a1e92c95a878edfb1c4b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14786",
    "kind": "arxiv",
    "version": 2
  }
}