Pith Number

pith:LJQPXA7O

pith:2022:LJQPXA7OP2S3GPMNEGUAB7U2QE

not attested not anchored not stored refs pending

How Does a Deep Learning Model Architecture Impact Its Privacy? A Comprehensive Study of Privacy Attacks on CNNs and Transformers

Bo Liu, Guangsheng Zhang, Huan Tian, Ming Ding, Tianqing Zhu, Wanlei Zhou

arxiv:2210.11049 v3 · 2022-10-20 · cs.CR · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LJQPXA7OP2S3GPMNEGUAB7U2QE}

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.

Receipt and verification

First computed	2026-07-05T07:40:19.978218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a60fb83ee7ea5b33d8d21a800fe9a8108be58b9a578ec1288beba4a012dc3a8

Aliases

arxiv: 2210.11049 · arxiv_version: 2210.11049v3 · doi: 10.48550/arxiv.2210.11049 · pith_short_12: LJQPXA7OP2S3 · pith_short_16: LJQPXA7OP2S3GPMN · pith_short_8: LJQPXA7O

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/LJQPXA7OP2S3GPMNEGUAB7U2QE \
  | 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: 5a60fb83ee7ea5b33d8d21a800fe9a8108be58b9a578ec1288beba4a012dc3a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eed1fb7051b8615db8e0ce52ca40df363f3c7b110c02225833365417953f4114",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-10-20T06:44:37Z",
    "title_canon_sha256": "93b7a4331d916bd82259e1e9dd0d2823a95af048ad3f7d64b2fbc787d044f3ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11049",
    "kind": "arxiv",
    "version": 3
  }
}