Pith Number

pith:O2N32EJE

pith:2022:O2N32EJEXAC3FPROS6DFQ7DU4S

not attested not anchored not stored refs pending

Empirical Bayesian Approaches for Robust Constraint-based Causal Discovery under Insufficient Data

Naiyu Yin, Qiang Ji, Yuru Wang, Zijun Cui

arxiv:2206.08448 v1 · 2022-06-16 · cs.LG · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O2N32EJEXAC3FPROS6DFQ7DU4S}

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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

Consistency evaluation of benchmarks used for causal discovery

Receipt and verification

First computed	2026-07-05T04:32:29.709044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

769bbd1124b805b2be2e9786587c74e485adaacdf46748b3278794d9c852f3fb

Aliases

arxiv: 2206.08448 · arxiv_version: 2206.08448v1 · doi: 10.48550/arxiv.2206.08448 · pith_short_12: O2N32EJEXAC3 · pith_short_16: O2N32EJEXAC3FPRO · pith_short_8: O2N32EJE

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/O2N32EJEXAC3FPROS6DFQ7DU4S \
  | 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: 769bbd1124b805b2be2e9786587c74e485adaacdf46748b3278794d9c852f3fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27cadbe1db9d40159379a2814b357df9d84e697ce8be2d56ac4f788c72791a40",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-16T21:08:49Z",
    "title_canon_sha256": "d3c4282903c2824ab7fc5bc4c93e3ee4eb6f7901ebe6bcfbe6e0a1241a4c9ed6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.08448",
    "kind": "arxiv",
    "version": 1
  }
}