Pith Number

pith:YRWZG5HU

pith:2023:YRWZG5HUR2TFTNU3C52VU5JNG5

not attested not anchored not stored refs pending

Comprehensive Evaluation of GNN Training Systems: A Data Management Perspective

Chaoyi Chen, Ge Yu, Hao Yuan, Qiange Wang, Xin Ai, Yajiong Liu, Yanfeng Zhang, Yu Gu

arxiv:2311.13279 v2 · 2023-11-22 · 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{YRWZG5HUR2TFTNU3C52VU5JNG5}

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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

HydroGAT: Distributed Heterogeneous Graph Attention Transformer for Spatiotemporal Flood Prediction

Receipt and verification

First computed	2026-07-05T07:58:25.048568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c46d9374f48ea659b69b17755a752d3775d95397262c608e9820d77216d6763d

Aliases

arxiv: 2311.13279 · arxiv_version: 2311.13279v2 · doi: 10.48550/arxiv.2311.13279 · pith_short_12: YRWZG5HUR2TF · pith_short_16: YRWZG5HUR2TFTNU3 · pith_short_8: YRWZG5HU

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/YRWZG5HUR2TFTNU3C52VU5JNG5 \
  | 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: c46d9374f48ea659b69b17755a752d3775d95397262c608e9820d77216d6763d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08f5ef869bbda124b1dae9205c0e810c9d82f2b3a40fb76921a6a987717bbef8",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T09:55:20Z",
    "title_canon_sha256": "bf22d15bf2f008cf912e36466da12c8d756a9af5f12ac0a3b23f755a57929c55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13279",
    "kind": "arxiv",
    "version": 2
  }
}