Pith Number

pith:5FCFP7JC

pith:2023:5FCFP7JCCAYNKBDEA5RA2FOJPT

not attested not anchored not stored refs pending

Regularized Weight Aggregation in Networked Federated Learning for Glioblastoma Segmentation

Elina Kontio, Esa Alhoniemi, Mohammad Ayyaz Azeem, Mojtaba Jafaritadi, Muhammad Irfan Khan, Suleiman A. Khan

arxiv:2301.12617 v1 · 2023-01-30 · cs.LG · cs.AI · cs.DC · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5FCFP7JCCAYNKBDEA5RA2FOJPT}

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.

Cited by

1 paper in Pith

Receipt and verification

First computed	2026-07-05T05:36:55.841446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e94457fd221030d5046407620d15c97cde39cde84d1915b767693a3c304a564b

Aliases

arxiv: 2301.12617 · arxiv_version: 2301.12617v1 · doi: 10.48550/arxiv.2301.12617 · pith_short_12: 5FCFP7JCCAYN · pith_short_16: 5FCFP7JCCAYNKBDE · pith_short_8: 5FCFP7JC

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/5FCFP7JCCAYNKBDEA5RA2FOJPT \
  | 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: e94457fd221030d5046407620d15c97cde39cde84d1915b767693a3c304a564b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9f5d787ad19f9e916fa5b4f3cd05de14bd212aca882d14310733148939429d0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-30T02:26:42Z",
    "title_canon_sha256": "8a62b3b1681144f513648447a1b3f86b9f638765a64a69d7ca6b722329b86a18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.12617",
    "kind": "arxiv",
    "version": 1
  }
}