Pith Number

pith:TICGH6UY

pith:2025:TICGH6UYGX32QIOZOIWSFJ4OPQ

not attested not anchored not stored refs pending

KKA: Improving Vision Anomaly Detection through Anomaly-related Knowledge from Large Language Models

Dong Chen, Mingliang Xu, Peiguang Fan, Qidong Liu, Xiaoheng Jiang, Yafei Li, Yueting Zhuang, Zhengqing Hu

arxiv:2502.14880 v1 · 2025-02-14 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TICGH6UYGX32QIOZOIWSFJ4OPQ}

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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

3 papers in Pith

IFPV: An Integrated Multi-Agent Framework for Generative Operational Planning and High-Fidelity Plan Verification

What Will Happen Next: Large Models-Driven Deduction for Emergency Instances

MAFIG: Multi-agent Driven Formal Instruction Generation Framework

Receipt and verification

First computed	2026-07-05T10:17:35.771016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a0463fa9835f7a821d9722d22a78e7c26e654431645b0e09fc74ae191f0d7f0

Aliases

arxiv: 2502.14880 · arxiv_version: 2502.14880v1 · doi: 10.48550/arxiv.2502.14880 · pith_short_12: TICGH6UYGX32 · pith_short_16: TICGH6UYGX32QIOZ · pith_short_8: TICGH6UY

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/TICGH6UYGX32QIOZOIWSFJ4OPQ \
  | 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: 9a0463fa9835f7a821d9722d22a78e7c26e654431645b0e09fc74ae191f0d7f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3008567c6826c1343d14babd1afe7f3c9193b98a5d9eb3addfda431122c865a1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-14T07:46:49Z",
    "title_canon_sha256": "edbf0107e1d279561e54361ccf7465d3ecf5457288be789ba97cf9658860088c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14880",
    "kind": "arxiv",
    "version": 1
  }
}