pith. sign in
Pith Number

pith:YMQQPFMJ

pith:2013:YMQQPFMJ6GVWCMYCCSKIHHUIEX
not attested not anchored not stored refs pending

Accuracy of MAP segmentation with hidden Potts and Markov mesh prior models via Path Constrained Viterbi Training, Iterated Conditional Modes and Graph Cut based algorithms

Ana Georgina Flesia, Javier Gimenez, Jorge Martinez, Josef Baumgartner

arxiv:1307.2971 v1 · 2013-07-11 · cs.LG · cs.CV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YMQQPFMJ6GVWCMYCCSKIHHUIEX}

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 2026-05-18T03:18:41.754458Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c321079589f1ab6133021494839e8825c7caaf8a8abcfcad27910ea6e76c6cbe

Aliases

arxiv: 1307.2971 · arxiv_version: 1307.2971v1 · doi: 10.48550/arxiv.1307.2971 · pith_short_12: YMQQPFMJ6GVW · pith_short_16: YMQQPFMJ6GVWCMYC · pith_short_8: YMQQPFMJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YMQQPFMJ6GVWCMYCCSKIHHUIEX \
  | 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: c321079589f1ab6133021494839e8825c7caaf8a8abcfcad27910ea6e76c6cbe
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "77656957b0e22f397f7facec909add84ed5cbcd0ada50f32f86801b7c9e914c2",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2013-07-11T04:49:11Z",
    "title_canon_sha256": "a0ad864c69e1db04e964da2ec37d2397719a79379b482b6af848b61906b814cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1307.2971",
    "kind": "arxiv",
    "version": 1
  }
}