Pith. sign in
Pith Number

pith:QHGQJAQV

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

Anomaly Detection by Leveraging Incomplete Anomalous Knowledge with Anomaly-Aware Bidirectional GANs

Bowen Tian, Jian Yin, Qinliang su

arxiv:2204.13335 v2 · 2022-04-28 · cs.LG

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

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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T04:19:08.738246Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

81cd04821568c1468eaace0b05e0cc843584561770ff07154aa8807242fd5883

Aliases

arxiv: 2204.13335 · arxiv_version: 2204.13335v2 · doi: 10.48550/arxiv.2204.13335 · pith_short_12: QHGQJAQVNDAU · pith_short_16: QHGQJAQVNDAUNDVK · pith_short_8: QHGQJAQV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QHGQJAQVNDAUNDVKZYFQLYGMQQ \
  | 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: 81cd04821568c1468eaace0b05e0cc843584561770ff07154aa8807242fd5883
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c380558d48bd71ed2b06754ecb425de4b62c264392ff48abbf3f1949e58cd444",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-28T08:12:49Z",
    "title_canon_sha256": "11f39a43f02e3896f604d22b2e443a516118c0b8b583b82007a16dfefcb724a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.13335",
    "kind": "arxiv",
    "version": 2
  }
}