Pith Number

pith:WEHPMDJY

pith:2024:WEHPMDJY43QZZKY3Y34ZJFWTYM

not attested not anchored not stored refs pending

SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Igor Shilov, Manuel Faysse, Marek Rei, Matthieu Meeus, Shubham Jain, Yves-Alexandre de Montjoye

arxiv:2406.17975 v3 · 2024-06-25 · cs.CL · 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{WEHPMDJY43QZZKY3Y34ZJFWTYM}

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

2 papers in Pith

Hey, That's My Data! Token-Only Dataset Inference in Large Language Models

Privacy Auditing with Zero (0) Training Run

Receipt and verification

First computed	2026-07-05T10:26:04.805520Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b10ef60d38e6e19cab1bc6f99496d3c3152227f9b4d934bd02f8f1016c942ffb

Aliases

arxiv: 2406.17975 · arxiv_version: 2406.17975v3 · doi: 10.48550/arxiv.2406.17975 · pith_short_12: WEHPMDJY43QZ · pith_short_16: WEHPMDJY43QZZKY3 · pith_short_8: WEHPMDJY

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/WEHPMDJY43QZZKY3Y34ZJFWTYM \
  | 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: b10ef60d38e6e19cab1bc6f99496d3c3152227f9b4d934bd02f8f1016c942ffb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05ff1dac584fd3b663b93cc6b64cea719308d50af4208bfc15d069cf555e1b7f",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-25T23:12:07Z",
    "title_canon_sha256": "c8d86e68ef3edd5b365601c391937e6a747b53fe154d194737524eb50616f2c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17975",
    "kind": "arxiv",
    "version": 3
  }
}