Pith Number

pith:QT6M2A4J

pith:2026:QT6M2A4J3M67E573YGVYNS72RO

not attested not anchored not stored refs pending

Belief Propagation in LLM World Models: Measuring Strategic Information Bias with Prediction Markets

Anton Polishko, Artur Kiulian, Dmytro Zamriy, Kostiantyn Kozlov, Mykola Khandoga, Yevhen Kostiuk, Yurii Filipchuk

arxiv:2607.20441 v1 · 2026-05-12 · cs.CL · 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{QT6M2A4J3M67E573YGVYNS72RO}

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.

Receipt and verification

First computed	2026-07-24T00:23:15.642301Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84fccd0389db3df277fbc1ab86cbfa8bb5cb46d3c53f65a0e4ffbbb57b86e5f2

Aliases

arxiv: 2607.20441 · arxiv_version: 2607.20441v1 · doi: 10.48550/arxiv.2607.20441 · pith_short_12: QT6M2A4J3M67 · pith_short_16: QT6M2A4J3M67E573 · pith_short_8: QT6M2A4J

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/QT6M2A4J3M67E573YGVYNS72RO \
  | 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: 84fccd0389db3df277fbc1ab86cbfa8bb5cb46d3c53f65a0e4ffbbb57b86e5f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e9a19c864b9d96262cf53050293f83d28a8db1496c48511788d6306ac7daadb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-12T09:22:45Z",
    "title_canon_sha256": "c1dbfc69cd49ebd8b87aaa523e419bfb9e38898becc8b6bb80ab147ef7b590f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.20441",
    "kind": "arxiv",
    "version": 1
  }
}