Pith Number

pith:HCRV7WQI

pith:2025:HCRV7WQIO3OVT35D4NUJGJSGCN

not attested not anchored not stored refs pending

LAD-Reasoner: Tiny Multimodal Models are Good Reasoners for Logical Anomaly Detection

Caifeng Shan, Fang Zhao, Guanglei Chu, Guo-Sen Xie, Jiong Chen, Weijia Li

arxiv:2504.12749 v1 · 2025-04-17 · cs.CV

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\usepackage{pith}
\pithnumber{HCRV7WQIO3OVT35D4NUJGJSGCN}

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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

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

AgentIAD: Agentic Industrial Anomaly Detection via Adaptive Memory Augmentation

Receipt and verification

First computed	2026-07-05T10:50:21.584688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38a35fda0876dd59efa3e3689326461344352fd55658623dec78de4774e3410f

Aliases

arxiv: 2504.12749 · arxiv_version: 2504.12749v1 · doi: 10.48550/arxiv.2504.12749 · pith_short_12: HCRV7WQIO3OV · pith_short_16: HCRV7WQIO3OVT35D · pith_short_8: HCRV7WQI

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/HCRV7WQIO3OVT35D4NUJGJSGCN \
  | 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: 38a35fda0876dd59efa3e3689326461344352fd55658623dec78de4774e3410f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edaa623be494e982f77497e424e43d763f7451b73697a685ec0f15e8cb56e6bb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-17T08:41:23Z",
    "title_canon_sha256": "0248b2c4718cc61132a1610fba06e3ef17f56602f38eeb1bae4e8ab6e6e69297"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12749",
    "kind": "arxiv",
    "version": 1
  }
}