Pith. sign in
Pith Number

pith:QNY2AJHA

pith:2026:QNY2AJHA45F6UASHWG4TYIHWHG
not attested not anchored not stored refs pending

When Can Fraud Operations Authorize Automation? A Decision-Support Framework for Fresh Audit Evidence and Review Workload

China), Jie Deng (Tongji University, Shanghai

arxiv:2608.08577 v1 · 2026-08-09 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QNY2AJHA45F6UASHWG4TYIHWHG}

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 2026-08-11T01:23:02.653922Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8371a024e0e74bea0247b1b93c20f639af831db7328ae401c3e4c341ce2cc6d1

Aliases

arxiv: 2608.08577 · arxiv_version: 2608.08577v1 · doi: 10.48550/arxiv.2608.08577 · pith_short_12: QNY2AJHA45F6 · pith_short_16: QNY2AJHA45F6UASH · pith_short_8: QNY2AJHA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QNY2AJHA45F6UASHWG4TYIHWHG \
  | 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: 8371a024e0e74bea0247b1b93c20f639af831db7328ae401c3e4c341ce2cc6d1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "969422234641bb7f3e500623ccd73734eafdb08bd618e2eee45af5df81f08ac2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-09T08:41:08Z",
    "title_canon_sha256": "60af3160e59d5e4504dbdfb9f3d476983d14e73a44d593676302aecfa9f54c2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.08577",
    "kind": "arxiv",
    "version": 1
  }
}