Pith Number

pith:GZ5GRRWQ

pith:2025:GZ5GRRWQJDSUHOVMGRHX4YLJ6R

not attested not anchored not stored refs pending

Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey

Di Wu, Shicheng Wei, Song Wang, Taotao Cai, Wencheng Yang, Xu Yang, Yan Li, Yanming Zhu, Yiying Zhang, Zhaohui Tang

arxiv:2501.18934 v2 · 2025-01-31 · 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{GZ5GRRWQJDSUHOVMGRHX4YLJ6R}

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	2026-07-05T10:56:14.118518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

367a68c6d048e543baac344f7e6169f47e5948c435c6027c5c08c2074ff46ff8

Aliases

arxiv: 2501.18934 · arxiv_version: 2501.18934v2 · doi: 10.48550/arxiv.2501.18934 · pith_short_12: GZ5GRRWQJDSU · pith_short_16: GZ5GRRWQJDSUHOVM · pith_short_8: GZ5GRRWQ

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/GZ5GRRWQJDSUHOVMGRHX4YLJ6R \
  | 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: 367a68c6d048e543baac344f7e6169f47e5948c435c6027c5c08c2074ff46ff8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7000179c06b36a0bcade882e225d0c07b3a0e091d4d494c89c69f3644c744a84",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-01-31T07:32:12Z",
    "title_canon_sha256": "bb639f325b42e7ef66c046e0a1417b4ad81d0cc32dbb1c82ac65123cf057a928"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18934",
    "kind": "arxiv",
    "version": 2
  }
}