Pith Number

pith:ZIAKOAF7

pith:2026:ZIAKOAF7IPBT4NM5PBM2QHTN4A

not attested not anchored not stored refs pending

On Efficient Scaling of GNNs via IO-Aware Layers Implementations

Alexey Boykov, Andrey Dolgovyazov, Daniil Krasylnikov, Daria Fomina, Fedor Velikonivtsev, Vyacheslav Zhdanovskiy

arxiv:2605.31500 v1 · 2026-05-29 · 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{ZIAKOAF7IPBT4NM5PBM2QHTN4A}

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.

Receipt and verification

First computed	2026-06-01T02:04:09.525307Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca00a700bf43c33e359d7859a81e6de01737f6052175d7e32cd39a0446cb5988

Aliases

arxiv: 2605.31500 · arxiv_version: 2605.31500v1 · doi: 10.48550/arxiv.2605.31500 · pith_short_12: ZIAKOAF7IPBT · pith_short_16: ZIAKOAF7IPBT4NM5 · pith_short_8: ZIAKOAF7

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/ZIAKOAF7IPBT4NM5PBM2QHTN4A \
  | 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: ca00a700bf43c33e359d7859a81e6de01737f6052175d7e32cd39a0446cb5988

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15bee154542a371b6b348ee47c390c8139c941b14803e54c0a2fc3fb9b477f87",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-29T16:22:45Z",
    "title_canon_sha256": "2705ba8426e4285292edf5b701b025d26be767477a2b8cd03b290d52fe2837db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31500",
    "kind": "arxiv",
    "version": 1
  }
}