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Pith Number

pith:45YBLGAH

pith:2024:45YBLGAHCNTZFBG6TNLLIELXGT
not attested not anchored not stored refs pending

Improving the accuracy of automated labeling of specimen images datasets via a confidence-based process

Aaron M. Dollar, Erika Edwards, Jonathan Koss, Nelson Rios, Patrick W. Sweeney, Quentin Bateux

arxiv:2411.10074 v2 · 2024-11-15 · cs.CV · q-bio.PE

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\usepackage{pith}
\pithnumber{45YBLGAHCNTZFBG6TNLLIELXGT}

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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 2026-07-05T09:39:10.170846Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e77015980713679284de9b56b4117734f74992382eb4a0f4de6bfc294bd9f3a2

Aliases

arxiv: 2411.10074 · arxiv_version: 2411.10074v2 · doi: 10.48550/arxiv.2411.10074 · pith_short_12: 45YBLGAHCNTZ · pith_short_16: 45YBLGAHCNTZFBG6 · pith_short_8: 45YBLGAH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/45YBLGAHCNTZFBG6TNLLIELXGT \
  | 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: e77015980713679284de9b56b4117734f74992382eb4a0f4de6bfc294bd9f3a2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c29ef396ab333942e6862a56859b9397eede36d12cbc61c64eeb07d18552ebda",
    "cross_cats_sorted": [
      "q-bio.PE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-15T09:39:12Z",
    "title_canon_sha256": "93e26779cc8f6d7eaff3bca20e35e7ad3b9c82163e97c681e29428d6c8f5e46d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10074",
    "kind": "arxiv",
    "version": 2
  }
}