Pith Number

pith:VQC7MKKK

pith:2016:VQC7MKKKGIGAP7IKOMPPP2774Y

not attested not anchored not stored refs pending

Adversarial Message Passing For Graphical Models

Theofanis Karaletsos

arxiv:1612.05048 v1 · 2016-12-15 · stat.ML · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VQC7MKKKGIGAP7IKOMPPP2774Y}

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	2026-05-18T00:54:53.561455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac05f6294a320c07fd0a731ef7ebffe626041661d50c1e89a59bff417f35fe00

Aliases

arxiv: 1612.05048 · arxiv_version: 1612.05048v1 · doi: 10.48550/arxiv.1612.05048 · pith_short_12: VQC7MKKKGIGA · pith_short_16: VQC7MKKKGIGAP7IK · pith_short_8: VQC7MKKK

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/VQC7MKKKGIGAP7IKOMPPP2774Y \
  | 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: ac05f6294a320c07fd0a731ef7ebffe626041661d50c1e89a59bff417f35fe00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57d2aba2b65f0ccc098cc7316302228a4fa5d1bbe909cccbd2e028707a733417",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-12-15T12:59:33Z",
    "title_canon_sha256": "25ffe2da20a79a35c78b13b7cad6e127e9920bd5a78244e48bbb6c4f9e08baf7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1612.05048",
    "kind": "arxiv",
    "version": 1
  }
}