pith. sign in
Pith Number

pith:4ZN3VPUU

pith:2010:4ZN3VPUUTBBGSZEUIPW5LGDW3P
not attested not anchored not stored refs pending

An Embarrassingly Simple Speed-Up of Belief Propagation with Robust Potentials

Huiying Shen, James M. Coughlan

arxiv:1010.0012 v1 · 2010-09-30 · cs.CV · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4ZN3VPUUTBBGSZEUIPW5LGDW3P}

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 2026-05-18T04:40:00.382784Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e65bbabe94984269649443edd59876dbedfd3378366bc3c84bb1dbf90f0c8780

Aliases

arxiv: 1010.0012 · arxiv_version: 1010.0012v1 · doi: 10.48550/arxiv.1010.0012 · pith_short_12: 4ZN3VPUUTBBG · pith_short_16: 4ZN3VPUUTBBGSZEU · pith_short_8: 4ZN3VPUU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4ZN3VPUUTBBGSZEUIPW5LGDW3P \
  | 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: e65bbabe94984269649443edd59876dbedfd3378366bc3c84bb1dbf90f0c8780
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ae4942f0b4b93f029190e9b2fbd5ec55357a1c9ac2e9527d11f531ffd636673b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2010-09-30T20:17:03Z",
    "title_canon_sha256": "6135822ad7a7e3946bfe217afa14ef9cec6c342b9eba73205cd152bba008d4e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1010.0012",
    "kind": "arxiv",
    "version": 1
  }
}