Pith Number

pith:OAWMGA6D

pith:2019:OAWMGA6DIQKHSHJSXKM75EMAGB

not attested not anchored not stored refs pending

Adversarial Examples in Modern Machine Learning: A Review

Anqi Xu, Archy de Berker, Ousmane Dia, Rey Reza Wiyatno

arxiv:1911.05268 v2 · 2019-11-13 · cs.LG · cs.AI · cs.CR · 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{OAWMGA6DIQKHSHJSXKM75EMAGB}

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.

Receipt and verification

First computed	2026-07-05T00:19:39.126104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

702cc303c34414791d32ba99fe918030459c5393c3ca72af55768b5484edad12

Aliases

arxiv: 1911.05268 · arxiv_version: 1911.05268v2 · doi: 10.48550/arxiv.1911.05268 · pith_short_12: OAWMGA6DIQKH · pith_short_16: OAWMGA6DIQKHSHJS · pith_short_8: OAWMGA6D

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/OAWMGA6DIQKHSHJSXKM75EMAGB \
  | 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: 702cc303c34414791d32ba99fe918030459c5393c3ca72af55768b5484edad12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10c7bf38c7321758a699202fc621e6c7868eb30f36d3a3891d2768710846340d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-13T03:09:40Z",
    "title_canon_sha256": "35a4aea04b0994069ebd0d2c3159a308cd6027870924aa19c311fc6d287eb4a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.05268",
    "kind": "arxiv",
    "version": 2
  }
}