Pith Number

pith:PUUFCUIG

pith:2022:PUUFCUIGFTJ2H2PFDHFWCTPATF

not attested not anchored not stored refs pending

How to Combine Membership-Inference Attacks on Multiple Updated Models

Alina Oprea, Jonathan Ullman, Matthew Jagielski, Roxana Geambasu, Stanley Wu

arxiv:2205.06369 v1 · 2022-05-12 · 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{PUUFCUIGFTJ2H2PFDHFWCTPATF}

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

Toward Efficient Membership Inference Attacks against Federated Large Language Models: A Projection Residual Approach

Receipt and verification

First computed	2026-07-05T04:22:56.899636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d285151062cd3a3e9e519cb614de0997300a1f71ededa2fa1bf6e4feefd82e0

Aliases

arxiv: 2205.06369 · arxiv_version: 2205.06369v1 · doi: 10.48550/arxiv.2205.06369 · pith_short_12: PUUFCUIGFTJ2 · pith_short_16: PUUFCUIGFTJ2H2PF · pith_short_8: PUUFCUIG

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/PUUFCUIGFTJ2H2PFDHFWCTPATF \
  | 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: 7d285151062cd3a3e9e519cb614de0997300a1f71ededa2fa1bf6e4feefd82e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a36b4dfa2c8722965e7c27b3199c7a7788bd621ea08299696a55d2d2f5858867",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-12T21:14:11Z",
    "title_canon_sha256": "54ce47b64ac0db0b5fdc9458cb6a71b40da4cbc892805deefe13d6c686f7f916"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.06369",
    "kind": "arxiv",
    "version": 1
  }
}