pith. sign in
Pith Number

pith:KGX2S24A

pith:2019:KGX2S24A2JUCBBUZJJOV2PR22A
not attested not anchored not stored refs pending

Image Transformation can make Neural Networks more robust against Adversarial Examples

Dang Duy Thang, Toshihiro Matsui

arxiv:1901.03037 v1 · 2019-01-10 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KGX2S24A2JUCBBUZJJOV2PR22A}

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 2026-05-17T23:56:35.737133Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

51afa96b80d2682086994a5d5d3e3ad00e625114db8f58e780adf6b2aeff6668

Aliases

arxiv: 1901.03037 · arxiv_version: 1901.03037v1 · doi: 10.48550/arxiv.1901.03037 · pith_short_12: KGX2S24A2JUC · pith_short_16: KGX2S24A2JUCBBUZ · pith_short_8: KGX2S24A
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KGX2S24A2JUCBBUZJJOV2PR22A \
  | 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: 51afa96b80d2682086994a5d5d3e3ad00e625114db8f58e780adf6b2aeff6668
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8e61f53ba40d1887e3ee110fa647729f1d23d1e7946a4a55c90b311085ef5ac7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-01-10T06:53:48Z",
    "title_canon_sha256": "6853280e55ebcba74c121d9a9c9e0720827362c65e77efc4d5ca0c043a82d47c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.03037",
    "kind": "arxiv",
    "version": 1
  }
}