Pith Number

pith:U7M4ROZ5

pith:2025:U7M4ROZ5FM2I7FK3X7R2374BQX

not attested not anchored not stored refs pending

ATOM: A Framework of Detecting Query-Based Model Extraction Attacks for Graph Neural Networks

Bolin Shen, Shibo Li, Tianming Sha, Yuan Gao, Yushun Dong, Zhan Cheng

arxiv:2503.16693 v1 · 2025-03-20 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U7M4ROZ5FM2I7FK3X7R2374BQX}

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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

Can Subgraph Explanations Be Weaponized to Steal Graph Neural Networks?

Receipt and verification

First computed	2026-07-05T10:36:47.725879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7d9c8bb3d2b348f955bbfe3adff8185c789b0df1973f056347656078c737a65

Aliases

arxiv: 2503.16693 · arxiv_version: 2503.16693v1 · doi: 10.48550/arxiv.2503.16693 · pith_short_12: U7M4ROZ5FM2I · pith_short_16: U7M4ROZ5FM2I7FK3 · pith_short_8: U7M4ROZ5

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/U7M4ROZ5FM2I7FK3X7R2374BQX \
  | 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: a7d9c8bb3d2b348f955bbfe3adff8185c789b0df1973f056347656078c737a65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbe49e17999f2099ae1c7fbfce08282f0517eb0f7640ac06a1b23bb5f9141dbb",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-20T20:25:32Z",
    "title_canon_sha256": "1b98cc5800259814e6d8431fe1900f6baaf9f7aa3891378b309997d065fb1146"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.16693",
    "kind": "arxiv",
    "version": 1
  }
}