Pith Number

pith:7W2JFWST

pith:2023:7W2JFWSTRDEQFESKJL2ZUFZ5CU

not attested not anchored not stored refs pending

Quantifying the Optimization and Generalization Advantages of Graph Neural Networks Over Multilayer Perceptrons

Haonan Wang, Taiji Suzuki, Wei Huang, Xin Cao, Yuan Cao

arxiv:2306.13926 v3 · 2023-06-24 · 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{7W2JFWSTRDEQFESKJL2ZUFZ5CU}

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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

Learning Causality for Modern Machine Learning

Receipt and verification

First computed	2026-07-05T11:17:21.309305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fdb492da5388c902924a4af59a173d15174c723d993ecd4afb69305ef819f729

Aliases

arxiv: 2306.13926 · arxiv_version: 2306.13926v3 · doi: 10.48550/arxiv.2306.13926 · pith_short_12: 7W2JFWSTRDEQ · pith_short_16: 7W2JFWSTRDEQFESK · pith_short_8: 7W2JFWST

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/7W2JFWSTRDEQFESKJL2ZUFZ5CU \
  | 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: fdb492da5388c902924a4af59a173d15174c723d993ecd4afb69305ef819f729

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b83c6c30baabcbecc40ed5e391ae60a849f4d32a91ddeffc65e370ef3191739",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-24T10:21:11Z",
    "title_canon_sha256": "1f35c35148aef2bc8b41603ade6a46888a4243f9ff26dd4edf122fe31b33b1b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.13926",
    "kind": "arxiv",
    "version": 3
  }
}