Pith Number

pith:NS2R6VWY

pith:2024:NS2R6VWYOAJMKN5NOB4UQ3KGSR

not attested not anchored not stored refs pending

Uncertainty-guided annotation enhances segmentation with the human-in-the-loop

Francesco Ciompi, Geert Litjens, Jeroen van der Laak, Joey Spronck, Nadieh Khalili

arxiv:2404.07208 v1 · 2024-02-16 · cs.CV · cs.AI · cs.HC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NS2R6VWYOAJMKN5NOB4UQ3KGSR}

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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.

Cited by

1 paper in Pith

Lost in the Folds: When Cross-Validation Is Not a Deep Ensemble for Uncertainty Estimation

Receipt and verification

First computed	2026-07-05T08:06:49.412313Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cb51f56d87012c537ad7079486d46944e675d4a043f1de67ea004249a6fe70b

Aliases

arxiv: 2404.07208 · arxiv_version: 2404.07208v1 · doi: 10.48550/arxiv.2404.07208 · pith_short_12: NS2R6VWYOAJM · pith_short_16: NS2R6VWYOAJMKN5N · pith_short_8: NS2R6VWY

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/NS2R6VWYOAJMKN5NOB4UQ3KGSR \
  | 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: 6cb51f56d87012c537ad7079486d46944e675d4a043f1de67ea004249a6fe70b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e90ec5e6a8a3f2bd6e9c0276c0746bad9ea2a9373291bf40df2b5e848925364",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-16T16:41:15Z",
    "title_canon_sha256": "ce700ee4eb0cff5cae15f4b33ed89c522d92f381a05237dac82cb7cbaf73d260"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07208",
    "kind": "arxiv",
    "version": 1
  }
}