Pith Number

pith:PH3WTNU7

pith:2025:PH3WTNU7QSAGXKLAC5734LHHAR

not attested not anchored not stored refs pending

Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses

Bolin Shen, Chenxi Zhao, Kaixiang Zhao, Lincan Li, Shirui Pan, Yushun Dong, Yuxiang Sun

arxiv:2508.19641 v1 · 2025-08-27 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PH3WTNU7QSAGXKLAC5734LHHAR}

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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

4 papers in Pith

AGDN: Learning to Solve Traveling Salesman Problem with Anisotropic Graph Diffusion Network

GraphIP-Bench: How Hard Is It to Steal a Graph Neural Network, and Can We Stop It?

Can Subgraph Explanations Be Weaponized to Steal Graph Neural Networks?

GraphIP-Bench: How Hard Is It to Steal a Graph Neural Network, and Can We Stop It?

Receipt and verification

First computed	2026-07-05T12:00:15.684272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79f769b69f84806ba960177fbe2ce704704a6565aa732b5a43d5200f8ca23529

Aliases

arxiv: 2508.19641 · arxiv_version: 2508.19641v1 · doi: 10.48550/arxiv.2508.19641 · pith_short_12: PH3WTNU7QSAG · pith_short_16: PH3WTNU7QSAGXKLA · pith_short_8: PH3WTNU7

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/PH3WTNU7QSAGXKLAC5734LHHAR \
  | 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: 79f769b69f84806ba960177fbe2ce704704a6565aa732b5a43d5200f8ca23529

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22a2331befec2ed227420dad93ab5f52655a4c1bcb6f506bd0d597cc0b3f9526",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-27T07:37:52Z",
    "title_canon_sha256": "8128e46612363c77286ba874e5701ef723f59df038065999396131712a97d9c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19641",
    "kind": "arxiv",
    "version": 1
  }
}