Pith. sign in
Pith Number

pith:ZQX5IF3X

pith:2025:ZQX5IF3XN4KVWWODF5LWRHNSFE
not attested not anchored not stored refs pending

Bayesian causal discovery: Posterior concentration and optimal detection

Ioannis Kontoyiannis, Joni Shaska, Urbashi Mitra, Valentinian Lungu

arxiv:2507.16529 v1 · 2025-07-22 · math.ST · stat.TH

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZQX5IF3XN4KVWWODF5LWRHNSFE}

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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.
Receipt and verification
First computed 2026-07-05T11:41:11.508518Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cc2fd417776f155b59c32f57689db2290871138848f69ba8a13d6cb6d4bb3978

Aliases

arxiv: 2507.16529 · arxiv_version: 2507.16529v1 · doi: 10.48550/arxiv.2507.16529 · pith_short_12: ZQX5IF3XN4KV · pith_short_16: ZQX5IF3XN4KVWWOD · pith_short_8: ZQX5IF3X
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZQX5IF3XN4KVWWODF5LWRHNSFE \
  | 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: cc2fd417776f155b59c32f57689db2290871138848f69ba8a13d6cb6d4bb3978
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e6873ab9f8e9034ca359ef4a2d009fdafb3f8605181c7676904d34dfc1f6da7e",
    "cross_cats_sorted": [
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2025-07-22T12:37:48Z",
    "title_canon_sha256": "19ee4cb2ce6c83b139b1c7cb2dd2f7688012d6f38deaafd57c1650cc821b1cab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16529",
    "kind": "arxiv",
    "version": 1
  }
}