Pith Number

pith:LER2ZLNO

pith:2023:LER2ZLNO5K2N2PST567XUNQINT

not attested not anchored not stored refs pending

Integrating Large Language Model for Improved Causal Discovery

Derui Lyu, Huanhuan Chen, Lyuzhou Chen, Qiang Tu, Qinrui Zhu, Taiyu Ban, Xiangyu Wang

arxiv:2306.16902 v2 · 2023-06-29 · cs.AI

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\usepackage{pith}
\pithnumber{LER2ZLNO5K2N2PST567XUNQINT}

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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

5 papers in Pith

A Survey on Federated Causal Discovery and Inference

In-depth Analysis of Graph-based RAG in a Unified Framework

CausalGuard: Conformal Inference under Graph Uncertainty

Sequential Causal Discovery with Noisy Language Model Priors

PRCD-MAP: Learning How Much to Trust Imperfect Priors in Causal Discovery

Receipt and verification

First computed	2026-07-05T11:59:03.236842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5923acadaeeab4dd3e53efbf7a36086cc6f1709746094d53060655be186d7e98

Aliases

arxiv: 2306.16902 · arxiv_version: 2306.16902v2 · doi: 10.48550/arxiv.2306.16902 · pith_short_12: LER2ZLNO5K2N · pith_short_16: LER2ZLNO5K2N2PST · pith_short_8: LER2ZLNO

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/LER2ZLNO5K2N2PST567XUNQINT \
  | 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: 5923acadaeeab4dd3e53efbf7a36086cc6f1709746094d53060655be186d7e98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c18e4947b7d174710aab2790b3ed10ca9cbd776684768400d8b2fbf781a04b9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-29T12:48:00Z",
    "title_canon_sha256": "f3682a6403a83d2b9ab3221e1e1efb136821015400ce90a138f10cc9bcc05be5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.16902",
    "kind": "arxiv",
    "version": 2
  }
}