Pith Number

pith:SVRDYFKY

pith:2024:SVRDYFKY7APFWCOBSJ6RABSKFL

not attested not anchored not stored refs pending

Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning

Binchi Zhang, Chen Chen, Jundong Li, Song Wang, Xingbo Fu, Yinhan He, Zihan Chen

arxiv:2412.19229 v2 · 2024-12-26 · 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{SVRDYFKY7APFWCOBSJ6RABSKFL}

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

A Comprehensive Data-centric Overview of Federated Graph Learning

Receipt and verification

First computed	2026-07-05T10:17:52.580791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95623c1558f81e5b09c1927d10064a2af79198f70d1303e2f8f51e9a9949cf7e

Aliases

arxiv: 2412.19229 · arxiv_version: 2412.19229v2 · doi: 10.48550/arxiv.2412.19229 · pith_short_12: SVRDYFKY7APF · pith_short_16: SVRDYFKY7APFWCOB · pith_short_8: SVRDYFKY

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/SVRDYFKY7APFWCOBSJ6RABSKFL \
  | 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: 95623c1558f81e5b09c1927d10064a2af79198f70d1303e2f8f51e9a9949cf7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8dcf7555ebbbc072b22e120b35a46f74bf2fdc5dbabdd000caf758fc8e5cf08",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-26T14:16:15Z",
    "title_canon_sha256": "e76ed5b4d5698d3a76126150c90b3c5709b84f0c8291ca5cb9727080c04450f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19229",
    "kind": "arxiv",
    "version": 2
  }
}