Pith. sign in
Pith Number

pith:AUY2I3RO

pith:2023:AUY2I3ROYTN44S2736PWSH3BNR
not attested not anchored not stored refs pending

An Optimization Framework For Anomaly Detection Scores Refinement With Side Information

Ali Maatouk, Fadhel Ayed, Hong Zhu, Jiantao Ye, Wenjie Li, Yu Wang

arxiv:2304.11039 v2 · 2023-04-21 · cs.IT · eess.SP · math.IT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AUY2I3ROYTN44S2736PWSH3BNR}

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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 2026-07-05T06:46:22.064374Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0531a46e2ec4dbce4b5fdf9f691f616c7b18ea8337c393b3a671c72331fcf5fa

Aliases

arxiv: 2304.11039 · arxiv_version: 2304.11039v2 · doi: 10.48550/arxiv.2304.11039 · pith_short_12: AUY2I3ROYTN4 · pith_short_16: AUY2I3ROYTN44S27 · pith_short_8: AUY2I3RO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AUY2I3ROYTN44S2736PWSH3BNR \
  | 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: 0531a46e2ec4dbce4b5fdf9f691f616c7b18ea8337c393b3a671c72331fcf5fa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8e5d157068c4288605cb6a807931c7d8962786405262e2ef5919e789fdaa5c41",
    "cross_cats_sorted": [
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2023-04-21T15:37:25Z",
    "title_canon_sha256": "dbb404d43a35f0f95d5d0c7ac6b282a44114af6462c79bfca1e73e7ec2c38fe6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11039",
    "kind": "arxiv",
    "version": 2
  }
}