Pith. sign in
Pith Number

pith:MDNPPLBC

pith:2022:MDNPPLBCZJII7YSXT6L3OP2ZTW
not attested not anchored not stored refs pending

A2: Efficient Automated Attacker for Boosting Adversarial Training

Changhua Meng, Guanghui Zhu, Ming Gu, Shiwen Cui, Weiqiang Wang, Yihua Huang, Zhenzhe Ying, Zhuoer Xu

arxiv:2210.03543 v2 · 2022-10-07 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MDNPPLBCZJII7YSXT6L3OP2ZTW}

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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 2026-07-05T05:07:04.486037Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

60daf7ac22ca508fe2579f97b73f599d8199365802f137bdd68d3c646642a9a7

Aliases

arxiv: 2210.03543 · arxiv_version: 2210.03543v2 · doi: 10.48550/arxiv.2210.03543 · pith_short_12: MDNPPLBCZJII · pith_short_16: MDNPPLBCZJII7YSX · pith_short_8: MDNPPLBC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MDNPPLBCZJII7YSXT6L3OP2ZTW \
  | 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: 60daf7ac22ca508fe2579f97b73f599d8199365802f137bdd68d3c646642a9a7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6f2cbf05577c86c9ec4c29a8894e1033954c058ac045147820a9ab26bf12684a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-07T13:28:00Z",
    "title_canon_sha256": "342e2d3e5a739a11e83eeb5334ee63ae486fc40324a8adef601b767740004289"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03543",
    "kind": "arxiv",
    "version": 2
  }
}