Pith Number

pith:PABHHKFU

pith:2020:PABHHKFUYRF6XW35CACZMU2MT4

not attested not anchored not stored refs pending

Perceptual Adversarial Robustness: Defense Against Unseen Threat Models

Cassidy Laidlaw, Sahil Singla, Soheil Feizi

arxiv:2006.12655 v4 · 2020-06-22 · cs.LG · cs.CV · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PABHHKFUYRF6XW35CACZMU2MT4}

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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

5 papers in Pith

Compositional Adversarial Training for Robust Visual Watermarking

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations

SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks

Fortifying Time Series: DTW-Certified Robust Anomaly Detection

Beyond Attack Success Rate: A Multi-Metric Evaluation of Adversarial Transferability in Medical Imaging Models

Receipt and verification

First computed	2026-07-05T02:54:50.495543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

780273a8b4c44bebdb7d100596534c9f23e49a0e7d684abd3fa515cb300e0995

Aliases

arxiv: 2006.12655 · arxiv_version: 2006.12655v4 · doi: 10.48550/arxiv.2006.12655 · pith_short_12: PABHHKFUYRF6 · pith_short_16: PABHHKFUYRF6XW35 · pith_short_8: PABHHKFU

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/PABHHKFUYRF6XW35CACZMU2MT4 \
  | 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: 780273a8b4c44bebdb7d100596534c9f23e49a0e7d684abd3fa515cb300e0995

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e270aa767a0afa08afd3d9811b9c9f5f81eab99d6b131af1bdd88ca3bfeef59",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-22T22:40:46Z",
    "title_canon_sha256": "f48c934c69129b196abb410fe5edb52e8fae333fca12c71d015688dbb254f1f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.12655",
    "kind": "arxiv",
    "version": 4
  }
}