Pith Number

pith:F7ASXEPG

pith:2019:F7ASXEPG3VKY3YAM7Q6VU4EFKZ

not attested not anchored not stored refs pending

Adversarial Examples Are a Natural Consequence of Test Error in Noise

Dogus Cubuk, Justin Gilmer, Nic Ford, Nicolas Carlini

arxiv:1901.10513 v1 · 2019-01-29 · cs.LG · cs.CV · 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{F7ASXEPG3VKY3YAM7Q6VU4EFKZ}

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

2 papers in Pith

Learning Data Augmentation Strategies for Object Detection

Stateful Detection of Black-Box Adversarial Attacks

Receipt and verification

First computed	2026-05-17T23:55:06.782628Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fc12b91e6dd558de00cfc3d5a70855650e5b7136f905f25c027666c4467346b

Aliases

arxiv: 1901.10513 · arxiv_version: 1901.10513v1 · doi: 10.48550/arxiv.1901.10513 · pith_short_12: F7ASXEPG3VKY · pith_short_16: F7ASXEPG3VKY3YAM · pith_short_8: F7ASXEPG

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/F7ASXEPG3VKY3YAM7Q6VU4EFKZ \
  | 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: 2fc12b91e6dd558de00cfc3d5a70855650e5b7136f905f25c027666c4467346b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87a129e8d4ebaaaa4a7a4d591539dddd1932e48b190afc1571da02ea5d4f74cb",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-29T20:01:39Z",
    "title_canon_sha256": "47205923828b5222dbf80d3f26e63f03fcc1a1a7a94a1e3c662579a9c08a4251"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.10513",
    "kind": "arxiv",
    "version": 1
  }
}