Pith Number

pith:IHFAALF3

pith:2021:IHFAALF3PET2HLCWHCMRXW7ZOR

not attested not anchored not stored refs pending

Generalization bounds for graph convolutional neural networks via Rademacher complexity

Shaogao Lv

arxiv:2102.10234 v1 · 2021-02-20 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IHFAALF3PET2HLCWHCMRXW7ZOR}

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

3 papers in Pith

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

Rethinking Generalization in Graph Neural Networks: A Structural Complexity Perspective

Topology-Aware PAC-Bayesian Generalization Analysis for Graph Neural Networks

Receipt and verification

First computed	2026-07-05T02:16:55.490324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41ca002cbb7927a3ac5638991bdbf97470a0a0eb3dddfdfaef1f0ea27f106160

Aliases

arxiv: 2102.10234 · arxiv_version: 2102.10234v1 · doi: 10.48550/arxiv.2102.10234 · pith_short_12: IHFAALF3PET2 · pith_short_16: IHFAALF3PET2HLCW · pith_short_8: IHFAALF3

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/IHFAALF3PET2HLCWHCMRXW7ZOR \
  | 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: 41ca002cbb7927a3ac5638991bdbf97470a0a0eb3dddfdfaef1f0ea27f106160

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a98e2021e841a0a0183f9a63a9457b3a8a70b919716da4a1488697cb512484d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-02-20T02:51:13Z",
    "title_canon_sha256": "b4c0fb9bcfcdd7cc4b77eb40b5855f4e51a25992c277d555f7afb30ac1bb7c66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.10234",
    "kind": "arxiv",
    "version": 1
  }
}