Pith Number

pith:7EQGDF6B

pith:2018:7EQGDF6BYQ76R4F4IZA763VTWB

not attested not anchored not stored refs pending

ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Ahmed Salem, Mario Fritz, Mathias Humbert, Michael Backes, Pascal Berrang, Yang Zhang

arxiv:1806.01246 v2 · 2018-06-04 · cs.CR · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{7EQGDF6BYQ76R4F4IZA763VTWB}

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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

19 papers in Pith

Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models

Revisiting Privacy Amplification by Subsampling in Selective Release DPSGD

Bayesian Membership Privacy for Graph Neural Networks

ReMIA: a Powerful and Efficient Alternative to Membership Inference Attacks against Synthetic Data Generators

Revisiting Privacy Leakage in Machine Unlearning: Membership Inference Beyond the Forgotten Set

Receipt and verification

First computed	2026-05-17T23:58:14.232738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9206197c1c43fe8f0bc4641ff6eb3b078a6862cb2329a523af0a6a22e393322

Aliases

arxiv: 1806.01246 · arxiv_version: 1806.01246v2 · doi: 10.48550/arxiv.1806.01246 · pith_short_12: 7EQGDF6BYQ76 · pith_short_16: 7EQGDF6BYQ76R4F4 · pith_short_8: 7EQGDF6B

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/7EQGDF6BYQ76R4F4IZA763VTWB \
  | 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: f9206197c1c43fe8f0bc4641ff6eb3b078a6862cb2329a523af0a6a22e393322

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f8c61886eb859c7126b44947b76c4d8a77b57acd774cf0e0224c5bb4c143868",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2018-06-04T17:38:42Z",
    "title_canon_sha256": "190ed574a47bf6818f6dafe111d53c85d531feb3e427d744b9d8aa22e2de0a1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.01246",
    "kind": "arxiv",
    "version": 2
  }
}