pith. sign in
Pith Number

pith:WQ3JWJHN

pith:2022:WQ3JWJHNWHMM2OXKXMDCUX3G6H
not attested not anchored not stored refs pending

Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks

Bo Han, Gang Niu, Jianan Zhou, Jianing Zhu, Jingfeng Zhang, Masashi Sugiyama, Tongliang Liu

arxiv:2211.00269 v1 · 2022-11-01 · cs.LG · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WQ3JWJHNWHMM2OXKXMDCUX3G6H}

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 2026-07-05T05:12:20.693026Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b4369b24edb1d8cd3aeabb062a5f66f1c06c6cb17c751b1b1f9b6a76f89cd9d7

Aliases

arxiv: 2211.00269 · arxiv_version: 2211.00269v1 · doi: 10.48550/arxiv.2211.00269 · pith_short_12: WQ3JWJHNWHMM · pith_short_16: WQ3JWJHNWHMM2OXK · pith_short_8: WQ3JWJHN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WQ3JWJHNWHMM2OXKXMDCUX3G6H \
  | 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: b4369b24edb1d8cd3aeabb062a5f66f1c06c6cb17c751b1b1f9b6a76f89cd9d7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "356195968b91c6e5ec41c74c97bea103d753c4293ba9c37799fcc6de76ae6ae0",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-01T04:26:45Z",
    "title_canon_sha256": "10b9b2e33dd251416e449735913ad5d850eabef034fef3bad8e17c11492f42c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00269",
    "kind": "arxiv",
    "version": 1
  }
}