Pith Number

pith:TPNG66RU

pith:2021:TPNG66RUSGNTMOFX34EOMEAUHE

not attested not anchored not stored refs pending

Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data

Damian Borth, Hamed Hemati, Marco Schreyer

arxiv:2112.13215 v2 · 2021-12-25 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TPNG66RUSGNTMOFX34EOMEAUHE}

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

Deep evolving semi-supervised anomaly detection

Receipt and verification

First computed	2026-07-05T04:10:25.231488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bda6f7a34919b3638b7df08e610143920ffc84da34141249f895a82a2cb90c6

Aliases

arxiv: 2112.13215 · arxiv_version: 2112.13215v2 · doi: 10.48550/arxiv.2112.13215 · pith_short_12: TPNG66RUSGNT · pith_short_16: TPNG66RUSGNTMOFX · pith_short_8: TPNG66RU

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/TPNG66RUSGNTMOFX34EOMEAUHE \
  | 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: 9bda6f7a34919b3638b7df08e610143920ffc84da34141249f895a82a2cb90c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2dd5eb0cc70ab487d3b5a5b0d8e7ca386e3f17b8bcc168eb9eb50c669682ac0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-25T09:21:14Z",
    "title_canon_sha256": "17b325879e7eb35864be681055803f45f11abaef3dbf621e30b903c31161a25a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.13215",
    "kind": "arxiv",
    "version": 2
  }
}