Pith Number

pith:XMU2RRHN

pith:2018:XMU2RRHNJQIUJCED4T26N4JY4I

not attested not anchored not stored refs pending

Pitfalls of Graph Neural Network Evaluation

Aleksandar Bojchevski, Maximilian Mumme, Oleksandr Shchur, Stephan G\"unnemann

arxiv:1811.05868 v2 · 2018-11-14 · cs.LG · cs.SI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XMU2RRHNJQIUJCED4T26N4JY4I}

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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

26 papers in Pith

GP2F: Cross-Domain Graph Prompting with Adaptive Fusion of Pre-trained Graph Neural Networks

Machine Unlearning: A Comprehensive Survey

FIT-GNN: Faster Inference Time for GNNs that 'FIT' in Memory Using Coarsening

HSG-12M: A Large-Scale Benchmark of Spatial Multigraphs from the Energy Spectra of Non-Hermitian Crystals

Invariant-Stratified Propagation for Expressive Graph Neural Networks

Receipt and verification

First computed	2026-05-17T23:43:09.330736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb29a8c4ed4c11448883e4f5e6f138e21f12725470d11e0e1dafd099b4e65825

Aliases

arxiv: 1811.05868 · arxiv_version: 1811.05868v2 · doi: 10.48550/arxiv.1811.05868 · pith_short_12: XMU2RRHNJQIU · pith_short_16: XMU2RRHNJQIUJCED · pith_short_8: XMU2RRHN

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/XMU2RRHNJQIUJCED4T26N4JY4I \
  | 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: bb29a8c4ed4c11448883e4f5e6f138e21f12725470d11e0e1dafd099b4e65825

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba34a78dfd635877c2d2b2381024190b11ac09f3059a86e774ff9d85b4d82560",
    "cross_cats_sorted": [
      "cs.SI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-14T15:53:19Z",
    "title_canon_sha256": "95dca9fd6c0748785963c121a35b3898019c66b228954b3d273a43ed7f409b14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.05868",
    "kind": "arxiv",
    "version": 2
  }
}