Pith Number

pith:L3RAPZ4F

pith:2024:L3RAPZ4FQMFE4PKRAQLQBZSBS2

not attested not anchored not stored refs pending

On the Scalability of GNNs for Molecular Graphs

Dominique Beaini, Farimah Poursafaei, Frederik Wenkel, Karush Suri, Maciej Sypetkowski, Nia Dickson, Philip Fradkin

arxiv:2404.11568 v4 · 2024-04-17 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L3RAPZ4FQMFE4PKRAQLQBZSBS2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Chem-GMNet: A Sphere-Native Geometric Transformer for Molecular Property Prediction

On Improving Graph Neural Networks for QSAR by Pre-training on Extended-Connectivity Fingerprints

Receipt and verification

First computed	2026-07-05T09:05:35.097482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ee207e785830a4e3d51041700e64196b287a830d1fa8a10f2a6e0cf769fc2bf

Aliases

arxiv: 2404.11568 · arxiv_version: 2404.11568v4 · doi: 10.48550/arxiv.2404.11568 · pith_short_12: L3RAPZ4FQMFE · pith_short_16: L3RAPZ4FQMFE4PKR · pith_short_8: L3RAPZ4F

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/L3RAPZ4FQMFE4PKRAQLQBZSBS2 \
  | 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: 5ee207e785830a4e3d51041700e64196b287a830d1fa8a10f2a6e0cf769fc2bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "943405c94e9c79bda5c01e78048b750b7caeaffe8ab5d70eba5d86b48a3532f5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-17T17:11:31Z",
    "title_canon_sha256": "8e61e822600a5dfb8b893aa853586b39ba1dd781fd72d7be38e7739c148b8210"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11568",
    "kind": "arxiv",
    "version": 4
  }
}