pith. sign in
Pith Number

pith:WHMWQZYA

pith:2026:WHMWQZYA3FS4XJ22ORRHA4SZJC
not attested not anchored not stored refs pending

Addressing errors in multiple variables using generalized raking and cumulative probability models

Bryan E. Shepherd, Chun Li, Eric S. Kawaguchi, Frank E. Harrell Jr., Pamela A. Shaw, Thomas Lumley

arxiv:2605.31567 v1 · 2026-05-29 · stat.ME · stat.AP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WHMWQZYA3FS4XJ22ORRHA4SZJC}

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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 2026-06-01T02:04:13.496816Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b1d9686700d965cba75a74627072594880b47c952b6ca2a514f1bc437d8f64ac

Aliases

arxiv: 2605.31567 · arxiv_version: 2605.31567v1 · doi: 10.48550/arxiv.2605.31567 · pith_short_12: WHMWQZYA3FS4 · pith_short_16: WHMWQZYA3FS4XJ22 · pith_short_8: WHMWQZYA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WHMWQZYA3FS4XJ22ORRHA4SZJC \
  | 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: b1d9686700d965cba75a74627072594880b47c952b6ca2a514f1bc437d8f64ac
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "825eef1e5c01d8614b544c5a8d33c20866bb6774490c133b7efc7f6b70c904b8",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2026-05-29T17:34:03Z",
    "title_canon_sha256": "962bd404cf1799a1bdd9cd5322f484f1652f58a4c2d1774df074c186487617b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31567",
    "kind": "arxiv",
    "version": 1
  }
}