Pith Number

pith:REYZVHEE

pith:2024:REYZVHEEMOX5N4KPSETUESJAWG

not attested not anchored not stored refs pending

Boosting Graph Neural Network Expressivity with Learnable Lanczos Constraints

Horst Bischof, Niloofar Azizi, Nils Kriege

arxiv:2408.12334 v2 · 2024-08-22 · 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{REYZVHEEMOX5N4KPSETUESJAWG}

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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

Using Random Noise Equivariantly to Boost Graph Neural Networks Universally

Receipt and verification

First computed	2026-07-05T10:14:44.880896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89319a9c8463afd6f14f9127424920b1b689e8f7cb8af0f03a5ee6780faf9d5d

Aliases

arxiv: 2408.12334 · arxiv_version: 2408.12334v2 · doi: 10.48550/arxiv.2408.12334 · pith_short_12: REYZVHEEMOX5 · pith_short_16: REYZVHEEMOX5N4KP · pith_short_8: REYZVHEE

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/REYZVHEEMOX5N4KPSETUESJAWG \
  | 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: 89319a9c8463afd6f14f9127424920b1b689e8f7cb8af0f03a5ee6780faf9d5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8c961e037fb67e2becab6a2dcbb13a140d4745b3940f97326d611e044a6cc3b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-22T12:22:00Z",
    "title_canon_sha256": "3502b0da906e7fdfc701cff563e59f4484b4160fc4f5f4a6d4c9fd9cfba95498"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12334",
    "kind": "arxiv",
    "version": 2
  }
}