Pith Number

pith:5IR2BABW

pith:2024:5IR2BABWF5JBTX7PSDPF4KKPMD

not attested not anchored not stored refs pending

Greedy equivalence search for nonparametric graphical models

Bryon Aragam

arxiv:2406.17228 v1 · 2024-06-25 · stat.ML · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5IR2BABWF5JBTX7PSDPF4KKPMD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records

Receipt and verification

First computed	2026-07-05T08:36:31.581583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea23a080362f5219dfef90de5e294f60fa77d21257a133ddbf87d8fa1b564056

Aliases

arxiv: 2406.17228 · arxiv_version: 2406.17228v1 · doi: 10.48550/arxiv.2406.17228 · pith_short_12: 5IR2BABWF5JB · pith_short_16: 5IR2BABWF5JBTX7P · pith_short_8: 5IR2BABW

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/5IR2BABWF5JBTX7PSDPF4KKPMD \
  | 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: ea23a080362f5219dfef90de5e294f60fa77d21257a133ddbf87d8fa1b564056

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd3991b99b88258a2fd26daf88049cbe1582709e638d9a3724f6fe9ae6c3c4ed",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-06-25T02:31:32Z",
    "title_canon_sha256": "23f1b02f52e142d501d8fe840ae0ec61b97942b8fc0f57b337a12f14b78ead43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17228",
    "kind": "arxiv",
    "version": 1
  }
}