Pith Number

pith:23EIGFJ5

pith:2021:23EIGFJ55W7SS6GQFW3UIZBARB

not attested not anchored not stored refs pending

gCastle: A Python Toolbox for Causal Discovery

Ignavier Ng, Junjian Ye, Keli Zhang, Lujia Pan, Marcus Kalander, Shengyu Zhu, Zhitang Chen

arxiv:2111.15155 v1 · 2021-11-30 · cs.LG · 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{23EIGFJ55W7SS6GQFW3UIZBARB}

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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

CauTion: Knowing When to Trust LLMs for Ensemble Causal Discovery

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

A Neuroimaging Simulation Framework for Developing and Evaluating Causal AI

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

Causal Discovery via Quantile Partial Effect

Receipt and verification

First computed	2026-07-05T03:36:23.558676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6c883153dedbf2978d02db74464208857dcf2287890bab8f03ce0f87979bb20

Aliases

arxiv: 2111.15155 · arxiv_version: 2111.15155v1 · doi: 10.48550/arxiv.2111.15155 · pith_short_12: 23EIGFJ55W7S · pith_short_16: 23EIGFJ55W7SS6GQ · pith_short_8: 23EIGFJ5

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/23EIGFJ55W7SS6GQFW3UIZBARB \
  | 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: d6c883153dedbf2978d02db74464208857dcf2287890bab8f03ce0f87979bb20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3e4cbed0002b9d9c2271cb3843f4f2a711171790a57cd58dd5418530ae8ca9b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-30T06:27:40Z",
    "title_canon_sha256": "f4df45112436cb5c40e55838013c1c4fbf171b00e5c54be583f29566aaf6d04e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.15155",
    "kind": "arxiv",
    "version": 1
  }
}