Pith Number

pith:2AWELA4A

pith:2024:2AWELA4ACZUBM5DVE7IYFCEKH6

not attested not anchored not stored refs pending

Fair Concurrent Training of Multiple Models in Federated Learning

Carlee Joe-Wong, Edmund Yeh, Haoran Zhang, Jong-Ik Park, Lili Su, Marie Siew, Stratis Ioannidis, Yichen Ruan, Yuezhou Liu

arxiv:2404.13841 v2 · 2024-04-22 · cs.LG · 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{2AWELA4ACZUBM5DVE7IYFCEKH6}

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

FedSteer: Taming Extreme Gradient Staleness in Federated Learning with Corrective Projections and Caching

Receipt and verification

First computed	2026-07-05T11:04:36.873905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d02c458380166816747527d182888a3f8a29b38330f62604d11304cd904f8f9b

Aliases

arxiv: 2404.13841 · arxiv_version: 2404.13841v2 · doi: 10.48550/arxiv.2404.13841 · pith_short_12: 2AWELA4ACZUB · pith_short_16: 2AWELA4ACZUBM5DV · pith_short_8: 2AWELA4A

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/2AWELA4ACZUBM5DVE7IYFCEKH6 \
  | 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: d02c458380166816747527d182888a3f8a29b38330f62604d11304cd904f8f9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d932601669ea6741a8c661deb472a8f40a969e2ac15ac7edf60d1745bcb00f9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-22T02:41:10Z",
    "title_canon_sha256": "39dc73ffe7882347ccf9310835b5d8cdf1090d73b6170391a1fcb2ae2eb10291"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13841",
    "kind": "arxiv",
    "version": 2
  }
}