Pith Number

pith:22J2L2KM

pith:2018:22J2L2KMABHF3G5J3M32NMLK6R

not attested not anchored not stored refs pending

Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models

Maya Kabkab, Pouya Samangouei, Rama Chellappa

arxiv:1805.06605 v2 · 2018-05-17 · cs.CV · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{22J2L2KMABHF3G5J3M32NMLK6R}

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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

9 papers in Pith

Using Intuition from Empirical Properties to Simplify Adversarial Training Defense

Affine Disentangled GAN for Interpretable and Robust AV Perception

Latent Adversarial Defence with Boundary-guided Generation

Enabling Adversarial Robustness in AI Models through Kubeflow MLOps

Baseline Defenses for Adversarial Attacks Against Aligned Language Models

Receipt and verification

First computed	2026-05-18T00:15:41.463250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d693a5e94c004e5d9ba9db37a6b16af4706b2e6fbafde8ae83e872c5bbdc6692

Aliases

arxiv: 1805.06605 · arxiv_version: 1805.06605v2 · doi: 10.48550/arxiv.1805.06605 · pith_short_12: 22J2L2KMABHF · pith_short_16: 22J2L2KMABHF3G5J · pith_short_8: 22J2L2KM

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/22J2L2KMABHF3G5J3M32NMLK6R \
  | 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: d693a5e94c004e5d9ba9db37a6b16af4706b2e6fbafde8ae83e872c5bbdc6692

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9397dc36f77711918e96e25b285666b6e602950cdbeb3b1303115cd79ac7671c",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2018-05-17T05:38:55Z",
    "title_canon_sha256": "36d9dcae8bbc78dd965eb93d38d85466ef24adfd5ec3f3ec975fc528650c81d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.06605",
    "kind": "arxiv",
    "version": 2
  }
}