Pith Number

pith:M5H5ZWBB

pith:2025:M5H5ZWBBI47U3T5MYXKHWRCY2M

not attested not anchored not stored refs pending

Data-centric Federated Graph Learning with Large Language Models

Bo Yan, Chuan Shi, Huabin Sun, Mengmei Zhang, Yang Cao, Zhongjian Zhang

arxiv:2503.19455 v1 · 2025-03-25 · 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{M5H5ZWBBI47U3T5MYXKHWRCY2M}

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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

A Comprehensive Data-centric Overview of Federated Graph Learning

Receipt and verification

First computed	2026-07-05T10:38:55.502528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

674fdcd821473f4dcfacc5d47b4458d309c0cf98813b0ec2ec3c0f8eaed43d53

Aliases

arxiv: 2503.19455 · arxiv_version: 2503.19455v1 · doi: 10.48550/arxiv.2503.19455 · pith_short_12: M5H5ZWBBI47U · pith_short_16: M5H5ZWBBI47U3T5M · pith_short_8: M5H5ZWBB

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/M5H5ZWBBI47U3T5MYXKHWRCY2M \
  | 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: 674fdcd821473f4dcfacc5d47b4458d309c0cf98813b0ec2ec3c0f8eaed43d53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dec283b3a46396cfaf555483677e92621d93bc65e628df38292e7cade2ec1882",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-25T08:43:08Z",
    "title_canon_sha256": "6584c49dc5cf5151c18f805de84a27235aa974733c3f8bcd821f33ee74d0efb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.19455",
    "kind": "arxiv",
    "version": 1
  }
}