Pith Number

pith:6ERZ64TP

pith:2024:6ERZ64TPFMH5X3YJB2R4COCSEU

not attested not anchored not stored refs pending

Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach

Akiyoshi Sannai, Masayuki Takayama, Shingo Fukuma, Shohei Shimizu, Tadahisa Okuda, Tatsuyoshi Ikenoue, Thong Pham

arxiv:2402.01454 v5 · 2024-02-02 · cs.LG · cs.AI · stat.ME · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6ERZ64TPFMH5X3YJB2R4COCSEU}

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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

CausalSteward: An Agentic Divide-Conquer-Combine Copilot for Causal Discovery

Receipt and verification

First computed	2026-07-05T11:01:23.266180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1239f726f2b0fdbef090ea3c1385225251bc66cfef8e7ffe4089375840b80f2

Aliases

arxiv: 2402.01454 · arxiv_version: 2402.01454v5 · doi: 10.48550/arxiv.2402.01454 · pith_short_12: 6ERZ64TPFMH5 · pith_short_16: 6ERZ64TPFMH5X3YJ · pith_short_8: 6ERZ64TP

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/6ERZ64TPFMH5X3YJB2R4COCSEU \
  | 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: f1239f726f2b0fdbef090ea3c1385225251bc66cfef8e7ffe4089375840b80f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98dae1d79aab39d0ac8557bc93715f618ae948f4513b1fa4bd883c853e251a2d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T14:43:19Z",
    "title_canon_sha256": "d6c54df585596712f7e391c8054351d1ba28276c3a59b2a8e6c0f6f9e08b7f82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01454",
    "kind": "arxiv",
    "version": 5
  }
}