Pith Number

pith:6T2KVWLE

pith:2024:6T2KVWLEJDUXW25IS7FRGH42TW

not attested not anchored not stored refs pending

Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning

Huaxin Zhang, Nong Sang, Xiaohao Xu, Xiaonan Huang, Yunkang Cao

arxiv:2403.11083 v3 · 2024-03-17 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{6T2KVWLEJDUXW25IS7FRGH42TW}

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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

2 papers in Pith

SubspaceAD: Training-Free Few-Shot Anomaly Detection via Subspace Modeling

MMR-AD: A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection with Multimodal Large Language Models

Receipt and verification

First computed	2026-07-05T11:05:32.446552Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4f4aad96448e97b6ba897cb131f9a9d80032b137a808442335704085576f4ae

Aliases

arxiv: 2403.11083 · arxiv_version: 2403.11083v3 · doi: 10.48550/arxiv.2403.11083 · pith_short_12: 6T2KVWLEJDUX · pith_short_16: 6T2KVWLEJDUXW25I · pith_short_8: 6T2KVWLE

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/6T2KVWLEJDUXW25IS7FRGH42TW \
  | 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: f4f4aad96448e97b6ba897cb131f9a9d80032b137a808442335704085576f4ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b71406201e4e70e89cc7492ae3e61937f0ee852d88b717e3f0b3aaed2488e2e1",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-17T04:30:57Z",
    "title_canon_sha256": "a65bc928cbdef9394c623c4c9979012f6be2eda1e1829234a2a87433df843c48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.11083",
    "kind": "arxiv",
    "version": 3
  }
}