Pith Number

pith:3IEXCJ7C

pith:2022:3IEXCJ7CJQATSRKRIZ2EXK2YHX

not attested not anchored not stored refs pending

DeepTaster: Adversarial Perturbation-Based Fingerprinting to Identify Proprietary Dataset Use in Deep Neural Networks

Alsharif Abuadbba, Hyoungshick Kim, Kristen Moore, Seonhye Park, Shuo Wang, Surya Nepal, Yansong Gao

arxiv:2211.13535 v2 · 2022-11-24 · 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{3IEXCJ7CJQATSRKRIZ2EXK2YHX}

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	2026-07-05T07:30:01.015522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da097127e24c0139455146744bab583dc6aae1e41fbdb62320171f9fd49baee4

Aliases

arxiv: 2211.13535 · arxiv_version: 2211.13535v2 · doi: 10.48550/arxiv.2211.13535 · pith_short_12: 3IEXCJ7CJQAT · pith_short_16: 3IEXCJ7CJQATSRKR · pith_short_8: 3IEXCJ7C

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/3IEXCJ7CJQATSRKRIZ2EXK2YHX \
  | 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: da097127e24c0139455146744bab583dc6aae1e41fbdb62320171f9fd49baee4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8857f171d5aed8f026ace4eedd525d1faf85ea6f2fb589d50479e5fe960faf6a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-11-24T11:10:54Z",
    "title_canon_sha256": "16f64061ad6771026f5a9b0e767f86ebf6e72b451c93ed5247e6d6f6ef93692b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.13535",
    "kind": "arxiv",
    "version": 2
  }
}