Pith Number

pith:BGDZ5ERF

pith:2021:BGDZ5ERFEQZAFRMUJBYFOJBA7G

not attested not anchored not stored refs pending

Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation

Alan Yuille, Andriy Myronenko, Anna Ierardi, Baris Turkbey, Bradford Wood, Daguang Xu, Dong Yang, Elvira Stellato, Evrim Turkbey, Francesca Patella, Gianpaolo Carrafiello, Hirofumi Obinata, Hitoshi Mori, Holger Roth, Peng An, Stephanie Harmon, Wenqi Li, Yingda Xia

arxiv:2104.10195 v1 · 2021-04-20 · eess.IV · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BGDZ5ERFEQZAFRMUJBYFOJBA7G}

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

Auto-FL-Research: Agentic Search for Federated Learning Algorithms

Receipt and verification

First computed	2026-07-05T02:33:59.771867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09879e9225243202c5944870572420f9bc064be79b9c8226aa45cf0e707d2bcd

Aliases

arxiv: 2104.10195 · arxiv_version: 2104.10195v1 · doi: 10.48550/arxiv.2104.10195 · pith_short_12: BGDZ5ERFEQZA · pith_short_16: BGDZ5ERFEQZAFRMU · pith_short_8: BGDZ5ERF

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/BGDZ5ERFEQZAFRMUJBYFOJBA7G \
  | 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: 09879e9225243202c5944870572420f9bc064be79b9c8226aa45cf0e707d2bcd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8d561a32c4869dce01a7a939d3d1c14e95fe93398ff44c3d953a067c22b6c39",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2021-04-20T18:29:44Z",
    "title_canon_sha256": "ebccf1f15004e17eaec86f307ad9ae6c161155d47dee8d7fa6457f7bd77843a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10195",
    "kind": "arxiv",
    "version": 1
  }
}