Pith Number

pith:QA4AGFYT

pith:2024:QA4AGFYTO3YVKESB2XG6GFXO4I

not attested not anchored not stored refs pending

Anomaly Detection by Adapting a pre-trained Vision Language Model

Ao Tong, Dingkang Liang, Xiang Bai, Xinwei He, Yuxuan Cai

arxiv:2403.09493 v1 · 2024-03-14 · cs.CV

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\usepackage{pith}
\pithnumber{QA4AGFYTO3YVKESB2XG6GFXO4I}

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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

SAGE: A Visual Language Model for Anomaly Detection via Fact Enhancement and Entropy-aware Alignment

Receipt and verification

First computed	2026-07-05T07:56:10.672442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

803803171376f1551241d5cde316eee21d2baacb62d26ccd180a3e93d5d50cc0

Aliases

arxiv: 2403.09493 · arxiv_version: 2403.09493v1 · doi: 10.48550/arxiv.2403.09493 · pith_short_12: QA4AGFYTO3YV · pith_short_16: QA4AGFYTO3YVKESB · pith_short_8: QA4AGFYT

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/QA4AGFYTO3YVKESB2XG6GFXO4I \
  | 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: 803803171376f1551241d5cde316eee21d2baacb62d26ccd180a3e93d5d50cc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0193a701dcad4a41457c81206acf8a487a1307e7a1c16d1a07ec834e42f5e497",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-14T15:35:07Z",
    "title_canon_sha256": "589d774d50bbb81ca4c46ba581f7822d8655d47d8f4e254c439491331acbed1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.09493",
    "kind": "arxiv",
    "version": 1
  }
}