Pith Number

pith:DY4K7DQR

pith:2023:DY4K7DQRFWPOKRJAHPVEQGCXF4

not attested not anchored not stored refs pending

GPT-FL: Generative Pre-trained Model-Assisted Federated Learning

Dimitrios Dimitriadis, Mi Zhang, Salman Avestimehr, Samiul Alam, Shrikanth S. Narayanan, Sunwoo Lee, Tiantian Feng, Tuo Zhang

arxiv:2306.02210 v4 · 2023-06-03 · 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{DY4K7DQRFWPOKRJAHPVEQGCXF4}

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	2026-07-05T08:32:59.224010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e38af8e112d9ee545203bea4818572f21c036ea879f4308ddca5ebbe9789103

Aliases

arxiv: 2306.02210 · arxiv_version: 2306.02210v4 · doi: 10.48550/arxiv.2306.02210 · pith_short_12: DY4K7DQRFWPO · pith_short_16: DY4K7DQRFWPOKRJA · pith_short_8: DY4K7DQR

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/DY4K7DQRFWPOKRJAHPVEQGCXF4 \
  | 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: 1e38af8e112d9ee545203bea4818572f21c036ea879f4308ddca5ebbe9789103

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10ee65cb44bea16e68701dee31389d62e3dcd0aaae1ec238aae624fda56bc386",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-03T22:57:59Z",
    "title_canon_sha256": "b49a3eee9ee6de24d9493dc2ec8e0df614345a7290db3b5480b3a1f1862c2d3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.02210",
    "kind": "arxiv",
    "version": 4
  }
}