Pith Number

pith:3E5JJKHT

pith:2021:3E5JJKHTG2T4AOGHAQSZ4YYYLE

not attested not anchored not stored refs pending

Membership Inference Attacks on Machine Learning: A Survey

Gillian Dobbie, Hongsheng Hu, Lichao Sun, Philip S. Yu, Xuyun Zhang, Zoran Salcic

arxiv:2103.07853 v4 · 2021-03-14 · cs.LG · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3E5JJKHTG2T4AOGHAQSZ4YYYLE}

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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

Ensembling Membership Inference Attacks Against Tabular Generative Models

Receipt and verification

First computed	2026-07-05T03:53:47.159012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d93a94a8f336a7c038c704259e6318591341a46cf95b22c09d6e76915837103e

Aliases

arxiv: 2103.07853 · arxiv_version: 2103.07853v4 · doi: 10.48550/arxiv.2103.07853 · pith_short_12: 3E5JJKHTG2T4 · pith_short_16: 3E5JJKHTG2T4AOGH · pith_short_8: 3E5JJKHT

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/3E5JJKHTG2T4AOGHAQSZ4YYYLE \
  | 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: d93a94a8f336a7c038c704259e6318591341a46cf95b22c09d6e76915837103e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc8a9d30c3e4df3d6038cc0b61543b7d786a5f5a1e0679d932f7e0fa3442d794",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-14T06:10:47Z",
    "title_canon_sha256": "d7446bf959d66a6ef0d1535289113785e2be8e882e704923ce9175ecc5ceeeab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.07853",
    "kind": "arxiv",
    "version": 4
  }
}