Pith Number

pith:WW52IFDZ

pith:2025:WW52IFDZH64ANSJN4NWZVMLII5

not attested not anchored not stored refs pending

Enhancing Cell Counting through MLOps: A Structured Approach for Automated Cell Analysis

Emanuele Frontoni, Federico Baldo, Gennario Vessio, Luca Clissa, Matteo Ballabio, Matteo Testi, Salvatore Ricciardi, Sara Moccia

arxiv:2504.20126 v1 · 2025-04-28 · cs.SE · cs.LG · physics.app-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WW52IFDZH64ANSJN4NWZVMLII5}

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	2026-07-05T10:55:37.013823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5bba414793fb806c92de36d9ab1684767eba916b029d7624c10bced9bd14078

Aliases

arxiv: 2504.20126 · arxiv_version: 2504.20126v1 · doi: 10.48550/arxiv.2504.20126 · pith_short_12: WW52IFDZH64A · pith_short_16: WW52IFDZH64ANSJN · pith_short_8: WW52IFDZ

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/WW52IFDZH64ANSJN4NWZVMLII5 \
  | 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: b5bba414793fb806c92de36d9ab1684767eba916b029d7624c10bced9bd14078

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11ec724824fdede716824bc8835ba1cd5d6607630d75487e6d57a0104c9988f0",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.app-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-28T13:53:50Z",
    "title_canon_sha256": "8de4162837446a6e99e448aab5efdea2ea44923db729ab21a1c78a0195585762"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.20126",
    "kind": "arxiv",
    "version": 1
  }
}