Pith. sign in
Pith Number

pith:IEAS4CI2

pith:2022:IEAS4CI2QVA3MTB35MJSLJKEXC
not attested not anchored not stored refs pending

Probabilistic Categorical Adversarial Attack & Adversarial Training

Han Xu, Hui Liu, Jie Ren, Jiliang Tang, Pengfei He, Yuxuan Wan, Zitao Liu

arxiv:2210.09364 v3 · 2022-10-17 · cs.LG · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IEAS4CI2QVA3MTB35MJSLJKEXC}

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 2026-07-05T07:09:44.044979Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

41012e091a8541b64c3beb1325a544b8807c7bd5dd03b197dde460aec081b807

Aliases

arxiv: 2210.09364 · arxiv_version: 2210.09364v3 · doi: 10.48550/arxiv.2210.09364 · pith_short_12: IEAS4CI2QVA3 · pith_short_16: IEAS4CI2QVA3MTB3 · pith_short_8: IEAS4CI2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IEAS4CI2QVA3MTB35MJSLJKEXC \
  | 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: 41012e091a8541b64c3beb1325a544b8807c7bd5dd03b197dde460aec081b807
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0d242baa4ee95e30b80d6a582979d65d2732cddaa3d89a32783df18b0d42a5e6",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-17T19:04:16Z",
    "title_canon_sha256": "49ed73dfa111dd316e0905200dfba4b17ca280e9f13bc763f76b7f96e8257a2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.09364",
    "kind": "arxiv",
    "version": 3
  }
}