Pith Number

pith:XYCFUJNM

pith:2025:XYCFUJNMYYDOEISMRY5FPLG33Z

not attested not anchored not stored refs pending

GradualDiff-Fed: A Federated Learning Specialized Framework for Large Language Model

Amir Faiyaz, Tara Salman

arxiv:2506.19164 v1 · 2025-06-23 · 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{XYCFUJNMYYDOEISMRY5FPLG33Z}

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	2026-07-05T11:26:10.260528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be045a25acc606e2224c8e3a57acdbde74e3e1e04d79a4e5d976cc9772f9ff63

Aliases

arxiv: 2506.19164 · arxiv_version: 2506.19164v1 · doi: 10.48550/arxiv.2506.19164 · pith_short_12: XYCFUJNMYYDO · pith_short_16: XYCFUJNMYYDOEISM · pith_short_8: XYCFUJNM

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/XYCFUJNMYYDOEISMRY5FPLG33Z \
  | 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: be045a25acc606e2224c8e3a57acdbde74e3e1e04d79a4e5d976cc9772f9ff63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76f9adc53b7e73087a2b1e3cd7921a42637f9952663f1864fde36536a860fce5",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-23T22:03:21Z",
    "title_canon_sha256": "2181b09646151a3db9614e62207a48234a3f26e184e6a06e28f5a303875d8938"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.19164",
    "kind": "arxiv",
    "version": 1
  }
}