Pith Number

pith:UIQCBVW6

pith:2025:UIQCBVW6BH7JMYWN2L32HGL2XR

not attested not anchored not stored refs pending

PyG 2.0: Scalable Learning on Real World Graphs

Akihiro Nitta, Alexandria Barghi, Bla\v{z} Stojanovi\v{c}, Jan Eric Lenssen, Jinu Sunil, Jure Leskovec, Manan Shah, Matthias Fey, Ramona Bendias, Rishi Puri, Vid Kocijan, Xinwei He, Zecheng Zhang

arxiv:2507.16991 v2 · 2025-07-22 · 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{UIQCBVW6BH7JMYWN2L32HGL2XR}

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

4 papers in Pith

RankGraph-2: Lifecycle Co-Design for Billion-Node Graph Learning in Recommendation

On Efficient Scaling of GNNs via IO-Aware Layers Implementations

RankGraph-2: Lifecycle Co-Design for Billion-Node Graph Learning in Recommendation

Graph Neural Networks Are Not Continuous Across Graph Resolutions

Receipt and verification

First computed	2026-07-05T11:44:10.035404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a22020d6de09fe9662cdd2f7a3997abc5d603d8758c7d3ced9fe60cf28b2c70c

Aliases

arxiv: 2507.16991 · arxiv_version: 2507.16991v2 · doi: 10.48550/arxiv.2507.16991 · pith_short_12: UIQCBVW6BH7J · pith_short_16: UIQCBVW6BH7JMYWN · pith_short_8: UIQCBVW6

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/UIQCBVW6BH7JMYWN2L32HGL2XR \
  | 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: a22020d6de09fe9662cdd2f7a3997abc5d603d8758c7d3ced9fe60cf28b2c70c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30c0f6c56e6a786b2848efb0a5640a454d094072a98a61fb3f6bce3dcfe904a7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-22T19:55:09Z",
    "title_canon_sha256": "dce68723a37214bb4f0ae4a9f60386b18218c56e8f79240b02a563625927ae61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16991",
    "kind": "arxiv",
    "version": 2
  }
}