Pith Number

pith:33TN6TGS

pith:2024:33TN6TGSLS4IOJWJSIRHMFVRW4

not attested not anchored not stored refs pending

A Comprehensive Benchmark on Spectral GNNs: The Impact on Efficiency, Memory, and Effectiveness

Haoyu Liu, Laks V.S. Lakshmanan, Ningyi Liao, Siqiang Luo, Zulun Zhu

arxiv:2406.09675 v3 · 2024-06-14 · 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{33TN6TGSLS4IOJWJSIRHMFVRW4}

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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

Spectro-Riemannian Graph Neural Networks

Receipt and verification

First computed	2026-07-05T11:56:14.430473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dee6df4cd25cb88726c992227616b1b72c7d2829789ecc721025a75e40cbab9b

Aliases

arxiv: 2406.09675 · arxiv_version: 2406.09675v3 · doi: 10.48550/arxiv.2406.09675 · pith_short_12: 33TN6TGSLS4I · pith_short_16: 33TN6TGSLS4IOJWJ · pith_short_8: 33TN6TGS

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/33TN6TGSLS4IOJWJSIRHMFVRW4 \
  | 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: dee6df4cd25cb88726c992227616b1b72c7d2829789ecc721025a75e40cbab9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e15506c4f2d723ba757baa252f018bf5a11dd1c720e5523c7f74ef2e20fcee2b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-14T02:56:57Z",
    "title_canon_sha256": "ca85a92773eb9bcb876ea15e94a8d4f4b7a16ececf81840c1477ed1b75e05730"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09675",
    "kind": "arxiv",
    "version": 3
  }
}