Pith Number

pith:KGA5AYOR

pith:2017:KGA5AYORCDIFMFDCJFRHPLQHH7

not attested not anchored not stored refs pending

On the (Statistical) Detection of Adversarial Examples

Kathrin Grosse, Michael Backes, Nicolas Papernot, Patrick McDaniel, Praveen Manoharan

arxiv:1702.06280 v2 · 2017-02-21 · cs.CR · cs.LG · 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{KGA5AYORCDIFMFDCJFRHPLQHH7}

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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

7 papers in Pith

MirrorCheck: Efficient Adversarial Defense for Vision-Language Models

Stateful Detection of Black-Box Adversarial Attacks

MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks

Whispers in the Machine: Confidentiality in Agentic Systems

Baseline Defenses for Adversarial Attacks Against Aligned Language Models

Receipt and verification

First computed	2026-05-18T00:32:43.809673Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5181d061d110d0561462496277ae073fd08543129390bb3b726f57893e459365

Aliases

arxiv: 1702.06280 · arxiv_version: 1702.06280v2 · doi: 10.48550/arxiv.1702.06280 · pith_short_12: KGA5AYORCDIF · pith_short_16: KGA5AYORCDIFMFDC · pith_short_8: KGA5AYOR

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/KGA5AYORCDIFMFDCJFRHPLQHH7 \
  | 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: 5181d061d110d0561462496277ae073fd08543129390bb3b726f57893e459365

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb3847c0855d2fb1793dc66ec145dc49cb09286ad8ab2b1eb8d2abf3d96f7763",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2017-02-21T07:03:11Z",
    "title_canon_sha256": "598133bdd43e681fa14f3d3df3bd04635cc43a8b11c904690c770957d4bd70eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.06280",
    "kind": "arxiv",
    "version": 2
  }
}