Pith Number

pith:OBMEHQRA

pith:2025:OBMEHQRALBU6TVF3R4LWLKK26X

not attested not anchored not stored refs pending

LLMs are Bayesian, In Expectation, Not in Realization

Fatima Sheaib, Leon Chlon, Maggie Chlon, Mahdi El Zein, MarcAntonio M. Awada, Zein Khamis

arxiv:2507.11768 v3 · 2025-07-15 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OBMEHQRALBU6TVF3R4LWLKK26X}

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

2 papers in Pith

From Drift to Coherence: Stabilizing Beliefs in LLMs

Position: agentic AI orchestration should be Bayes-consistent

Receipt and verification

First computed	2026-06-24T01:14:21.226048Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

705843c2205869e9d4bb8f1765a95af5c48a942b02cfe891587ec8cae6946343

Aliases

arxiv: 2507.11768 · arxiv_version: 2507.11768v3 · doi: 10.48550/arxiv.2507.11768 · pith_short_12: OBMEHQRALBU6 · pith_short_16: OBMEHQRALBU6TVF3 · pith_short_8: OBMEHQRA

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/OBMEHQRALBU6TVF3R4LWLKK26X \
  | 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: 705843c2205869e9d4bb8f1765a95af5c48a942b02cfe891587ec8cae6946343

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e3047aeb831e66878aeaf071439c28495bdc2820de50f51f5652da093944eb0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-07-15T22:20:11Z",
    "title_canon_sha256": "9ac232c7e5613879e45ec835f7efe6ab3f89636df0480d036713021c90f16dd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11768",
    "kind": "arxiv",
    "version": 3
  }
}