Pith Number

pith:UJI2RGZW

pith:2024:UJI2RGZWIU5OOFUBL373726NGW

not attested not anchored not stored refs pending

Membership Inference Attacks Cannot Prove that a Model Was Trained On Your Data

Debeshee Das, Florian Tram\`er, Gautam Kamath, Jie Zhang

arxiv:2409.19798 v2 · 2024-09-29 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UJI2RGZWIU5OOFUBL373726NGW}

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

1 paper in Pith

Natural Identifiers for Privacy and Data Audits in Large Language Models

Receipt and verification

First computed	2026-07-05T10:26:07.949094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a251a89b36453ae716815effbfebcd35b070105ea82bca394a3a22ca573b50e7

Aliases

arxiv: 2409.19798 · arxiv_version: 2409.19798v2 · doi: 10.48550/arxiv.2409.19798 · pith_short_12: UJI2RGZWIU5O · pith_short_16: UJI2RGZWIU5OOFUB · pith_short_8: UJI2RGZW

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/UJI2RGZWIU5OOFUBL373726NGW \
  | 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: a251a89b36453ae716815effbfebcd35b070105ea82bca394a3a22ca573b50e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "490359ed240890cb59b08a370097e6423cf68ec3980a150468faa545b132356b",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-29T21:49:32Z",
    "title_canon_sha256": "5b0e0a15d973980fa06a7ee6d2efaa12f6168c97f31a71eebf60d96028692139"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19798",
    "kind": "arxiv",
    "version": 2
  }
}