Pith Number

pith:JFMVVTMH

pith:2012:JFMVVTMHWB4Z5MHIARKCB4NTEU

not attested not anchored not stored refs pending

Belief Propagation for Continuous State Spaces: Stochastic Message-Passing with Quantitative Guarantees

Martin J. Wainwright, Nima Noorshams

arxiv:1212.3850 v1 · 2012-12-16 · cs.IT · cs.LG · math.IT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JFMVVTMHWB4Z5MHIARKCB4NTEU}

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	2026-05-18T03:38:22.260574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49595acd87b0799eb0e8045420f1b3253c4e7aaae4b1fef14ea150f39a818a1d

Aliases

arxiv: 1212.3850 · arxiv_version: 1212.3850v1 · doi: 10.48550/arxiv.1212.3850 · pith_short_12: JFMVVTMHWB4Z · pith_short_16: JFMVVTMHWB4Z5MHI · pith_short_8: JFMVVTMH

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/JFMVVTMHWB4Z5MHIARKCB4NTEU \
  | 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: 49595acd87b0799eb0e8045420f1b3253c4e7aaae4b1fef14ea150f39a818a1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "677d24ea36b0e07b1cc9650077373b6a5ac982c76dee2c01dd295592893e5e3a",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2012-12-16T23:22:56Z",
    "title_canon_sha256": "036fa286b95ab44d220466e139ecb3c1dfcee2aecd915300a330718fc71fd1f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1212.3850",
    "kind": "arxiv",
    "version": 1
  }
}