pith. sign in
Pith Number

pith:IWFFKJ2D

pith:2019:IWFFKJ2DXQKF4IDMK3N2GGY7S4
not attested not anchored not stored refs pending

Cross-Layer Strategic Ensemble Defense Against Adversarial Examples

Emre Gursoy, Ka-Ho Chow, Ling Liu, Margaret Loper, Stacey Truex, Wenqi Wei, Yanzhao Wu

arxiv:1910.01742 v1 · 2019-10-01 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IWFFKJ2DXQKF4IDMK3N2GGY7S4}

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 2026-07-05T00:09:53.127803Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

458a552743bc145e206c56dba31b1f97346821e8dc1bcdeaa7ab205b9e231db5

Aliases

arxiv: 1910.01742 · arxiv_version: 1910.01742v1 · doi: 10.48550/arxiv.1910.01742 · pith_short_12: IWFFKJ2DXQKF · pith_short_16: IWFFKJ2DXQKF4IDM · pith_short_8: IWFFKJ2D
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IWFFKJ2DXQKF4IDMK3N2GGY7S4 \
  | 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: 458a552743bc145e206c56dba31b1f97346821e8dc1bcdeaa7ab205b9e231db5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "36f97a1367d1e97001881beb32536e3e8a8270ab1a3cefaad34dc9b72b9c6a31",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-01T07:57:42Z",
    "title_canon_sha256": "c837870e0c42feb97a173ed1974ca109c54f13b71c52e3013207f354beb56f68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.01742",
    "kind": "arxiv",
    "version": 1
  }
}