Pith Number

pith:KLLLISCN

pith:2021:KLLLISCNY2TUOTHN7B62ZAPNID

not attested not anchored not stored refs pending

Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels

Adrian V. Dalca, Andrew Hoopes, Anna K. Bonkhoff, Anne-Katrin Giese, Markus D. Schirmer, Martin Bretzner, Natalia S. Rost, Polina Golland, Sungmin Hong

arxiv:2112.06693 v1 · 2021-12-13 · eess.IV · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KLLLISCNY2TUOTHN7B62ZAPNID}

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	2026-07-05T03:40:16.165374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52d6b4484dc6a7474cedf87dac81ed40edad498b65b37bac84366a575c3a3b5e

Aliases

arxiv: 2112.06693 · arxiv_version: 2112.06693v1 · doi: 10.48550/arxiv.2112.06693 · pith_short_12: KLLLISCNY2TU · pith_short_16: KLLLISCNY2TUOTHN · pith_short_8: KLLLISCN

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/KLLLISCNY2TUOTHN7B62ZAPNID \
  | 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: 52d6b4484dc6a7474cedf87dac81ed40edad498b65b37bac84366a575c3a3b5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80c04ee550b9503a56cfa0ed01af937dcc21286de60814a8bcf3cdcdcf270bd4",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2021-12-13T14:24:53Z",
    "title_canon_sha256": "5c38ccc817ff7e8a51e283c4e12a383a93ceabd0838a76ae32ecb7c63af8507b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.06693",
    "kind": "arxiv",
    "version": 1
  }
}