Pith Number

pith:J2IW7EA3

pith:2022:J2IW7EA3Z7X3X2WUMUTO2RBHV6

not attested not anchored not stored refs pending

Holistic risk assessment of inference attacks in machine learning

Yang Yang

arxiv:2212.10628 v1 · 2022-12-15 · 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{J2IW7EA3Z7X3X2WUMUTO2RBHV6}

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

A Survey on Privacy Risks and Protection in Large Language Models

Receipt and verification

First computed	2026-07-05T05:27:10.190935Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e916f901bcfefbbead46526ed4427af886192017e9d6f8b105f9458d3957ceb

Aliases

arxiv: 2212.10628 · arxiv_version: 2212.10628v1 · doi: 10.48550/arxiv.2212.10628 · pith_short_12: J2IW7EA3Z7X3 · pith_short_16: J2IW7EA3Z7X3X2WU · pith_short_8: J2IW7EA3

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/J2IW7EA3Z7X3X2WUMUTO2RBHV6 \
  | 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: 4e916f901bcfefbbead46526ed4427af886192017e9d6f8b105f9458d3957ceb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "968d7cfb087aa27a2445187c1acac7f9ff32187f03af063a81c6d3faa096e344",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-12-15T08:14:18Z",
    "title_canon_sha256": "8739494a3cc4256f02f7eae6d2c1402429b888b3d4f7d68738b67666abf3098c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10628",
    "kind": "arxiv",
    "version": 1
  }
}