Pith Number

pith:RJLGOLEU

pith:2023:RJLGOLEUMJB2EUASALZ7SWWXSG

not attested not anchored not stored refs pending

A critical look at the evaluation of GNNs under heterophily: Are we really making progress?

Artem Babenko, Denis Kuznedelev, Liudmila Prokhorenkova, Michael Diskin, Oleg Platonov

arxiv:2302.11640 v2 · 2023-02-22 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RJLGOLEUMJB2EUASALZ7SWWXSG}

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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

15 papers in Pith

Swarm-Inspired Generation of Collective Behaviors in Graph Dynamical Systems

Gate the Filter, Not the Message: Node-Channel Mixtures for Pre-Propagation GNNs

GraphIP-Bench: How Hard Is It to Steal a Graph Neural Network, and Can We Stop It?

Graph Navier Stokes Networks

Rethinking Feature Alignment in Generalist Graph Anomaly Detection: A Relational Fingerprint-based Approach

Receipt and verification

First computed	2026-07-05T07:51:26.454861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a56672c946243a2501202f3f95ad7918813cb72367ec02611bf9eaa0fac13ac

Aliases

arxiv: 2302.11640 · arxiv_version: 2302.11640v2 · doi: 10.48550/arxiv.2302.11640 · pith_short_12: RJLGOLEUMJB2 · pith_short_16: RJLGOLEUMJB2EUAS · pith_short_8: RJLGOLEU

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/RJLGOLEUMJB2EUASALZ7SWWXSG \
  | 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: 8a56672c946243a2501202f3f95ad7918813cb72367ec02611bf9eaa0fac13ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23732dac5b1c97d40e363bfedd395b0022afa2a421bf3989060a6af7f5d48ffd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-22T20:32:59Z",
    "title_canon_sha256": "e46d1189bee70ca82ebe7f9ddcbbca06b63da552ead4dac135b88c95a0a90641"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11640",
    "kind": "arxiv",
    "version": 2
  }
}