Pith Number

pith:OKTRVC6G

pith:2024:OKTRVC6GBAQZMEWVB5JQNSM2TI

not attested not anchored not stored refs pending

PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network

Junhong Lin, Tan Sun

arxiv:2402.04038 v2 · 2024-02-06 · stat.ML · cs.LG

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

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\usepackage{pith}
\pithnumber{OKTRVC6GBAQZMEWVB5JQNSM2TI}

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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

2 papers in Pith

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

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

Receipt and verification

First computed	2026-07-05T08:40:39.421380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72a71a8bc608219612d50f5306c99a9a1393715e564977f61e6d2fd0e5892e67

Aliases

arxiv: 2402.04038 · arxiv_version: 2402.04038v2 · doi: 10.48550/arxiv.2402.04038 · pith_short_12: OKTRVC6GBAQZ · pith_short_16: OKTRVC6GBAQZMEWV · pith_short_8: OKTRVC6G

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/OKTRVC6GBAQZMEWVB5JQNSM2TI \
  | 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: 72a71a8bc608219612d50f5306c99a9a1393715e564977f61e6d2fd0e5892e67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c9a2815eb2dd104c29f5a903b405d02fd0e09b654ccb567f2e634c8839ecaf5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-06T14:34:17Z",
    "title_canon_sha256": "5382c25c4e26ca21a65f5519e81372776e15d69ad3d39ec6f6f18b44779c9d21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04038",
    "kind": "arxiv",
    "version": 2
  }
}