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Pith Number

pith:GRTD5PIT

pith:2019:GRTD5PITONYVCNZYCSS2LSK7RH
not attested not anchored not stored refs pending

Using Intuition from Empirical Properties to Simplify Adversarial Training Defense

Abdallah Khreishah, Guanxiong Liu, Issa Khalil

arxiv:1906.11729 v1 · 2019-06-27 · cs.LG · cs.CR · cs.CV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GRTD5PITONYVCNZYCSS2LSK7RH}

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 2026-05-17T23:42:03.969182Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

34663ebd13737151373814a5a5c95f89e3d1fec6d688cc098cd9a0c0dcf46a31

Aliases

arxiv: 1906.11729 · arxiv_version: 1906.11729v1 · doi: 10.48550/arxiv.1906.11729 · pith_short_12: GRTD5PITONYV · pith_short_16: GRTD5PITONYVCNZY · pith_short_8: GRTD5PIT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GRTD5PITONYVCNZYCSS2LSK7RH \
  | 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: 34663ebd13737151373814a5a5c95f89e3d1fec6d688cc098cd9a0c0dcf46a31
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e05ac42be2a4d5c78bb621fe8f19f2124534b3bb40405abe6f2b83c93fdb818d",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-27T15:22:56Z",
    "title_canon_sha256": "3b9a607b4ae0cfb5eb0ac674166092615fe57d84067b90881cdbaa87650925e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.11729",
    "kind": "arxiv",
    "version": 1
  }
}