Pith Number

pith:GBW4P7BW

pith:2023:GBW4P7BWOI4J6H2SC6MJH3S3T2

not attested not anchored not stored refs pending

Low-Cost High-Power Membership Inference Attacks

Philippe Liu, Reza Shokri, Sajjad Zarifzadeh

arxiv:2312.03262 v3 · 2023-12-06 · stat.ML · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GBW4P7BWOI4J6H2SC6MJH3S3T2}

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

4 papers in Pith

Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries

Dataset Usage Inference without Shadow Models or Held-out Data

idSCD: Identifying Training Datasets through Semantic Correlation Descriptors

Towards the Anonymization of the Language Modeling

Receipt and verification

First computed	2026-07-05T08:30:49.012253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

306dc7fc3672389f1f52179893ee5b9e9914c8908d54a24ec7617e811417fbf6

Aliases

arxiv: 2312.03262 · arxiv_version: 2312.03262v3 · doi: 10.48550/arxiv.2312.03262 · pith_short_12: GBW4P7BWOI4J · pith_short_16: GBW4P7BWOI4J6H2S · pith_short_8: GBW4P7BW

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/GBW4P7BWOI4J6H2SC6MJH3S3T2 \
  | 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: 306dc7fc3672389f1f52179893ee5b9e9914c8908d54a24ec7617e811417fbf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71dd9232391d87c6adcfad3b4a71cc57684e84b0051883fb9e274d1132014313",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-12-06T03:18:49Z",
    "title_canon_sha256": "7a86581e81409585b430c9f1f84b1407de71a868bded08fc31210728746b05b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03262",
    "kind": "arxiv",
    "version": 3
  }
}