Pith. sign in
Pith Number

pith:2HONW5F6

pith:2022:2HONW5F6FTPVES7YJRCCHD43LD
not attested not anchored not stored refs pending

Searching for the Essence of Adversarial Perturbations

Dennis Y. Menn, Hung-yi Lee, Tzu-hsun Feng

arxiv:2205.15357 v3 · 2022-05-30 · cs.LG · cs.CV · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2HONW5F6FTPVES7YJRCCHD43LD}

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 2026-07-05T05:38:28.099617Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d1dcdb74be2cdf524bf84c44238f9b58d4efaa2848d365609f8c9201f4484a3c

Aliases

arxiv: 2205.15357 · arxiv_version: 2205.15357v3 · doi: 10.48550/arxiv.2205.15357 · pith_short_12: 2HONW5F6FTPV · pith_short_16: 2HONW5F6FTPVES7Y · pith_short_8: 2HONW5F6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2HONW5F6FTPVES7YJRCCHD43LD \
  | 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: d1dcdb74be2cdf524bf84c44238f9b58d4efaa2848d365609f8c9201f4484a3c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "664b2d67dd23437a81528d292436309a017d0ba4a3cb2385f990bec6bd9a6c71",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-30T18:04:57Z",
    "title_canon_sha256": "6b5f044d7463f65d7b8a290fda9bbc68a03d58f72f8a3c122cbd26464ba733bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.15357",
    "kind": "arxiv",
    "version": 3
  }
}