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pith:7GFKG6S6

pith:2013:7GFKG6S6EXJECIT3VV2K5XVNNL
not attested not anchored not stored refs pending

Loopy Belief Propagation for Approximate Inference: An Empirical Study

Kevin Murphy, Michael I. Jordan, Yair Weiss

arxiv:1301.6725 v1 · 2013-01-23 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{7GFKG6S6EXJECIT3VV2K5XVNNL}

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Record completeness

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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.

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2 papers in Pith

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First computed 2026-05-18T03:35:12.700142Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f98aa37a5e25d241227bad74aedead6ae5cfa66aeaa4e2c6befb91559ac59e7a

Aliases

arxiv: 1301.6725 · arxiv_version: 1301.6725v1 · doi: 10.48550/arxiv.1301.6725 · pith_short_12: 7GFKG6S6EXJE · pith_short_16: 7GFKG6S6EXJECIT3 · pith_short_8: 7GFKG6S6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7GFKG6S6EXJECIT3VV2K5XVNNL \
  | 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: f98aa37a5e25d241227bad74aedead6ae5cfa66aeaa4e2c6befb91559ac59e7a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "69ed9ffad6c0910706d3280d2e25561163e70f0bff8d9d57934dc4547570fe00",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2013-01-23T16:00:02Z",
    "title_canon_sha256": "ac5f4c7f36ef7abec01c51df41bd5657149c60e3203b015e6cdee2c02fa766ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1301.6725",
    "kind": "arxiv",
    "version": 1
  }
}