Pith Number

pith:M54I6XOJ

pith:2026:M54I6XOJPST4XPOP3X3LQCQ3Y4

not attested not anchored not stored refs pending

Interpretable Probabilistic Medical Image Segmentation via Gaussian Process with Explicit Modelling of Annotation Bias and Variability

Dean C. Barratt, J. Alison Noble, Qianye Yang, Qi Li, Shaheer U. Saeed, Tom Vercauteren, Vasilis Stavrinides, Yipeng Hu, Yuliang Huang, Zachary M. C. Baum

arxiv:2606.23177 v1 · 2026-06-22 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M54I6XOJPST4XPOP3X3LQCQ3Y4}

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	2026-06-23T03:14:12.244624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67788f5dc97ca7cbbdcfddf6b80a1bc7107256326656a9bb9ebde6d7301e7dbb

Aliases

arxiv: 2606.23177 · arxiv_version: 2606.23177v1 · doi: 10.48550/arxiv.2606.23177 · pith_short_12: M54I6XOJPST4 · pith_short_16: M54I6XOJPST4XPOP · pith_short_8: M54I6XOJ

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/M54I6XOJPST4XPOP3X3LQCQ3Y4 \
  | 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: 67788f5dc97ca7cbbdcfddf6b80a1bc7107256326656a9bb9ebde6d7301e7dbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09f0bc3d2e049cecc8e4d109ee23f3d439fe2f0166ad169f23129ab9173324ab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-06-22T11:14:26Z",
    "title_canon_sha256": "811e3a38d6ab21ae3382d2ffce4e2f0b1bb10c39250f8e6d167589962193e5e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.23177",
    "kind": "arxiv",
    "version": 1
  }
}