The reviewed record of science sign in
Pith
Pith Number

pith:BSE77VLP

pith:2025:BSE77VLPQLPGENOFVFPULZDRIN
not attested not anchored not stored refs pending

Membership Inference Attacks as Privacy Tools: Reliability, Disparity and Ensemble

Chengyu Zhang, Lei Yu, Nathalie Baracaldo, Swanand Kadhe, Yuetian Chen, Zhiqi Wang

arxiv:2506.13972 v2 · 2025-06-16 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BSE77VLPQLPGENOFVFPULZDRIN}

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.
Receipt and verification
First computed 2026-07-05T11:31:28.526971Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0c89ffd56f82de6235c5a95f45e471435190a7af57eccc4dc6f2754f8601f3b4

Aliases

arxiv: 2506.13972 · arxiv_version: 2506.13972v2 · doi: 10.48550/arxiv.2506.13972 · pith_short_12: BSE77VLPQLPG · pith_short_16: BSE77VLPQLPGENOF · pith_short_8: BSE77VLP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BSE77VLPQLPGENOFVFPULZDRIN \
  | 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: 0c89ffd56f82de6235c5a95f45e471435190a7af57eccc4dc6f2754f8601f3b4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "803ae2cbf474865635a0f15df44f7cc3149612ec207aa9dcb14ee41e1acffeae",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-16T20:22:07Z",
    "title_canon_sha256": "20b340435bb7d324b420157baa570efef1f5f3797f9d363236e75e4afb7ca984"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13972",
    "kind": "arxiv",
    "version": 2
  }
}