Pith Number

pith:K7BUYBOO

pith:2019:K7BUYBOOZR2YZYSKUKGKAMORDX

not attested not anchored not stored refs pending

Deep Neural Network Fingerprinting by Conferrable Adversarial Examples

Florian Kerschbaum, Nils Lukas, Yuxuan Zhang

arxiv:1912.00888 v4 · 2019-12-02 · cs.LG · cs.CR · 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{K7BUYBOOZR2YZYSKUKGKAMORDX}

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

5 papers in Pith

Diffusion Model Attribution via Spectral Coupling of Denoiser Responses

Landseer: Exploring the Machine Learning Defense Landscape

COPYCOP: Ownership Verification for Graph Neural Networks

Immunizing 3D Gaussian Generative Models Against Unauthorized Fine-Tuning via Attribute-Space Traps

SIF: Semantically In-Distribution Fingerprints for Large Vision-Language Models

Receipt and verification

First computed	2026-07-05T02:08:17.171007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57c34c05cecc758ce24aa28ca031d11df53058439af2b3e91f54763f7eb0b6b2

Aliases

arxiv: 1912.00888 · arxiv_version: 1912.00888v4 · doi: 10.48550/arxiv.1912.00888 · pith_short_12: K7BUYBOOZR2Y · pith_short_16: K7BUYBOOZR2YZYSK · pith_short_8: K7BUYBOO

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/K7BUYBOOZR2YZYSKUKGKAMORDX \
  | 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: 57c34c05cecc758ce24aa28ca031d11df53058439af2b3e91f54763f7eb0b6b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa60dc740ea61100ff4586904bcba00b1f1b974b22f00eff5170756c945382c9",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-02T16:11:56Z",
    "title_canon_sha256": "a4d7ee42a42ec5f92e0778dcac65836214cdb632e4a16554d47ce58924c55b7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.00888",
    "kind": "arxiv",
    "version": 4
  }
}