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Pith Number

pith:JMIOHMVQ

pith:2024:JMIOHMVQXJLWVMNEIGRARD3PK5
not attested not anchored not stored refs pending

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection

Jiaqi Li, Shawn Li, Sihan Chen, Tiankai Yang, Wanghao Ye, Wingchun Siu, Xingcan Hu, Yichi Zhang, Yuehan Qin, Yue Zhao, Yushun Dong, Zhuangzhuang Qian, Zhuo Xiao

arxiv:2412.12154 v1 · 2024-12-11 · cs.LG · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JMIOHMVQXJLWVMNEIGRARD3PK5}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:50:10.671091Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4b10e3b2b0ba576ab1a441a2088f6f575da23da9bd559f6b4205c02f5890fb39

Aliases

arxiv: 2412.12154 · arxiv_version: 2412.12154v1 · doi: 10.48550/arxiv.2412.12154 · pith_short_12: JMIOHMVQXJLW · pith_short_16: JMIOHMVQXJLWVMNE · pith_short_8: JMIOHMVQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JMIOHMVQXJLWVMNEIGRARD3PK5 \
  | 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: 4b10e3b2b0ba576ab1a441a2088f6f575da23da9bd559f6b4205c02f5890fb39
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d211b410dfb372b8d50264c2bfe008c612cd5fca7d18a35434d16fe17d8aead3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-11T07:53:20Z",
    "title_canon_sha256": "ab0144f7637e25caec9a70c3f737f97e66a46b637741a03c4496b10eb028cfd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12154",
    "kind": "arxiv",
    "version": 1
  }
}