Pith Number

pith:7JGVV6UX

pith:2023:7JGVV6UXDSEK5SQF3SL4OU25JX

not attested not anchored not stored refs pending

FedGH: Heterogeneous Federated Learning with Generalized Global Header

Gang Wang, Han Yu, Liping Yi, Xiaoguang Liu, Zhuan Shi

arxiv:2303.13137 v2 · 2023-03-23 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7JGVV6UXDSEK5SQF3SL4OU25JX}

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

Asymmetrical Reciprocity-based Federated Learning for Resolving Disparities in Medical Diagnosis

Receipt and verification

First computed	2026-07-05T06:36:31.911008Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa4d5afa971c88aeca05dc97c7535d4de9b20840215b41af051dc764302e9339

Aliases

arxiv: 2303.13137 · arxiv_version: 2303.13137v2 · doi: 10.48550/arxiv.2303.13137 · pith_short_12: 7JGVV6UXDSEK · pith_short_16: 7JGVV6UXDSEK5SQF · pith_short_8: 7JGVV6UX

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/7JGVV6UXDSEK5SQF3SL4OU25JX \
  | 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: fa4d5afa971c88aeca05dc97c7535d4de9b20840215b41af051dc764302e9339

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "308b117848aea7c3b71f7c967cb978f264ad39c78651fee6efea76750ad02dbd",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-23T09:38:52Z",
    "title_canon_sha256": "78b6474383ad48fad8edbc0818a8d30a48f2c3f47f5258ea643ae6f08d071852"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.13137",
    "kind": "arxiv",
    "version": 2
  }
}