Pith Number

pith:PTP3QYAW

pith:2022:PTP3QYAWRHR5PEBQSWBKWR77JQ

not attested not anchored not stored refs pending

Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis

Maciej Besta, Torsten Hoefler

arxiv:2205.09702 v7 · 2022-05-19 · cs.LG · cs.AR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PTP3QYAWRHR5PEBQSWBKWR77JQ}

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

1 paper in Pith

ATLAHS: An Application-centric Network Simulator Toolchain for AI, HPC, and Distributed Storage

Receipt and verification

First computed	2026-07-05T06:42:16.455044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cdfb8601689e3d790309582ab47ff4c350178828f16502d9bee1e301b58371c

Aliases

arxiv: 2205.09702 · arxiv_version: 2205.09702v7 · doi: 10.48550/arxiv.2205.09702 · pith_short_12: PTP3QYAWRHR5 · pith_short_16: PTP3QYAWRHR5PEBQ · pith_short_8: PTP3QYAW

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/PTP3QYAWRHR5PEBQSWBKWR77JQ \
  | 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: 7cdfb8601689e3d790309582ab47ff4c350178828f16502d9bee1e301b58371c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77c9878b8111059016e67cbae6fa6ecc27d35a1e574440e6e0f72400a6c5a785",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-19T17:11:45Z",
    "title_canon_sha256": "cb901409b3ca28009270b5e9d9b0653ecc04f98dfc2523b32cb9a72116ced7fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.09702",
    "kind": "arxiv",
    "version": 7
  }
}