Pith Number

pith:NCSURLMX

pith:2023:NCSURLMXMZ45UOUNYCS2DIQV5R

not attested not anchored not stored refs pending

Cached Operator Reordering: A Unified View for Fast GNN Training

Andrei Ivanov, Julia Bazinska, Maciej Besta, Nikoli Dryden, Siyuan Shen, Tal Ben-Nun, Torsten Hoefler

arxiv:2308.12093 v1 · 2023-08-23 · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NCSURLMXMZ45UOUNYCS2DIQV5R}

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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

On Efficient Scaling of GNNs via IO-Aware Layers Implementations

Receipt and verification

First computed	2026-07-05T06:43:59.516157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68a548ad976679da3a8dc0a5a1a215ec59c55b71bcf34544abc74a84af4992cd

Aliases

arxiv: 2308.12093 · arxiv_version: 2308.12093v1 · doi: 10.48550/arxiv.2308.12093 · pith_short_12: NCSURLMXMZ45 · pith_short_16: NCSURLMXMZ45UOUN · pith_short_8: NCSURLMX

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/NCSURLMXMZ45UOUNYCS2DIQV5R \
  | 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: 68a548ad976679da3a8dc0a5a1a215ec59c55b71bcf34544abc74a84af4992cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0529d98d8b46d6575935aa72f98ca3a71220c29290eb6cf82ffe1da09df1113d",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T12:27:55Z",
    "title_canon_sha256": "01ea1c3c8c27e60d4389f6f988cb87c9c4f2412576a6e67aa5578d48a037581e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12093",
    "kind": "arxiv",
    "version": 1
  }
}