Pith Number

pith:7EWVJLNM

pith:2016:7EWVJLNM2BI34SIELSNACBK6DB

not attested not anchored not stored refs pending

Adversarial examples in the physical world

Alexey Kurakin, Ian Goodfellow, Samy Bengio

arxiv:1607.02533 v4 · 2016-07-08 · cs.CV · 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{7EWVJLNM2BI34SIELSNACBK6DB}

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

21 papers in Pith

Explaining Deep Learning Models with Constrained Adversarial Examples

Invariance-inducing regularization using worst-case transformations suffices to boost accuracy and spatial robustness

Using Intuition from Empirical Properties to Simplify Adversarial Training Defense

Learning to Cope with Adversarial Attacks

Robust Synthesis of Adversarial Visual Examples Using a Deep Image Prior

Receipt and verification

First computed	2026-05-18T00:50:56.905616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f92d54adacd051be49045c9a01055e187579ddd9b51ed3ca2082babca9f6cadd

Aliases

arxiv: 1607.02533 · arxiv_version: 1607.02533v4 · doi: 10.48550/arxiv.1607.02533 · pith_short_12: 7EWVJLNM2BI3 · pith_short_16: 7EWVJLNM2BI34SIE · pith_short_8: 7EWVJLNM

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/7EWVJLNM2BI34SIELSNACBK6DB \
  | 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: f92d54adacd051be49045c9a01055e187579ddd9b51ed3ca2082babca9f6cadd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6f78159a93c5d034034592576f67e933670acf080a590cec9e92d962cd4456d",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2016-07-08T21:12:11Z",
    "title_canon_sha256": "4dc04e533bfa521c3e6555adf093e782136d80aa75eae104ac24ffc7e378064a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1607.02533",
    "kind": "arxiv",
    "version": 4
  }
}