Pith. sign in
Pith Number

pith:V64XGAAV

pith:2019:V64XGAAVSDA3VLUX6QI4A3LN3I
not attested not anchored not stored refs pending

$\alpha$ Belief Propagation as Fully Factorized Approximation

Dong Liu, Jinliang Huang, Lars K. Rasmussen, Nima N. Moghadam, Saikat Chatterjee

arxiv:1908.08906 v1 · 2019-08-23 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{V64XGAAVSDA3VLUX6QI4A3LN3I}

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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 2026-07-04T23:59:25.106500Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

afb973001590c1baae97f411c06d6dda1e3996c728a4b3aebf01d4c2a4acb72a

Aliases

arxiv: 1908.08906 · arxiv_version: 1908.08906v1 · doi: 10.48550/arxiv.1908.08906 · pith_short_12: V64XGAAVSDA3 · pith_short_16: V64XGAAVSDA3VLUX · pith_short_8: V64XGAAV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/V64XGAAVSDA3VLUX6QI4A3LN3I \
  | 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: afb973001590c1baae97f411c06d6dda1e3996c728a4b3aebf01d4c2a4acb72a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3bd3230ed173729da9ae15036b7cfe1bee0501773f0fc963e970fab61cf374c5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-23T17:18:29Z",
    "title_canon_sha256": "7beef20a8a7e78be41e97a05b92010ee14ac42746cc5c758a5321543cbc30c0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.08906",
    "kind": "arxiv",
    "version": 1
  }
}