Pith Number

pith:YJUZC74M

pith:2024:YJUZC74MMBMXZXEH3GSL22YCNK

not attested not anchored not stored refs pending

Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective

Jundong Li, Patrick Soga, Song Wang, Yinhan He, Yushun Dong

arxiv:2412.07188 v1 · 2024-12-10 · 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{YJUZC74MMBMXZXEH3GSL22YCNK}

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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 Spectral Framework for Multi-Scale Nonlinear Dimensionality Reduction

Receipt and verification

First computed	2026-07-05T09:47:05.487107Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c269917f8c60597cdc87d9a4bd6b026a989e9d65ad7cd5132ec555c068cbd490

Aliases

arxiv: 2412.07188 · arxiv_version: 2412.07188v1 · doi: 10.48550/arxiv.2412.07188 · pith_short_12: YJUZC74MMBMX · pith_short_16: YJUZC74MMBMXZXEH · pith_short_8: YJUZC74M

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/YJUZC74MMBMXZXEH3GSL22YCNK \
  | 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: c269917f8c60597cdc87d9a4bd6b026a989e9d65ad7cd5132ec555c068cbd490

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87aa3262946b6d3902288fccb1da744614c242107d1c838ed4f55d6f48c03766",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T04:53:53Z",
    "title_canon_sha256": "185cd87a267f7921dd1378acb11edc558b70cbd8696e30c45658c1a1fc40108f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07188",
    "kind": "arxiv",
    "version": 1
  }
}