Pith Number

pith:JH7CSCOZ

pith:2021:JH7CSCOZCGNBDPZ77N7VRMUYFO

not attested not anchored not stored refs pending

Membership Inference Attack on Graph Neural Networks

Iyiola E. Olatunji, Megha Khosla, Wolfgang Nejdl

arxiv:2101.06570 v3 · 2021-01-17 · 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{JH7CSCOZCGNBDPZ77N7VRMUYFO}

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

1 paper in Pith

A new membership inference attack that spots memorization in generative and predictive models: Loss-Based with Reference Model algorithm (LBRM)

Receipt and verification

First computed	2026-07-05T03:41:59.337146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49fe2909d9119a11bf3ffb7f58b2982ba4107d42fd4cd24b6f0b66719d28b284

Aliases

arxiv: 2101.06570 · arxiv_version: 2101.06570v3 · doi: 10.48550/arxiv.2101.06570 · pith_short_12: JH7CSCOZCGNB · pith_short_16: JH7CSCOZCGNBDPZ7 · pith_short_8: JH7CSCOZ

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/JH7CSCOZCGNBDPZ77N7VRMUYFO \
  | 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: 49fe2909d9119a11bf3ffb7f58b2982ba4107d42fd4cd24b6f0b66719d28b284

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29f0b3b0917e3ee1c135b5d8768c5f9109c84a53ccbc74db2ff3c67a8736327f",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-17T02:12:35Z",
    "title_canon_sha256": "0807105a3abf20881e08cfbaeecbdb8ebca0c68f8c33e7c1029dc358aa59053a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.06570",
    "kind": "arxiv",
    "version": 3
  }
}