Pith Number

pith:IEXNQOSX

pith:2025:IEXNQOSXMQ3I4VAYRJUVSKZTFD

not attested not anchored not stored refs pending

AnomalyR1: A GRPO-based End-to-end MLLM for Industrial Anomaly Detection

Gangshan Wu, Jie Liu, Jie Tang, Yuhao Chao

arxiv:2504.11914 v1 · 2025-04-16 · cs.CV

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\usepackage{pith}
\pithnumber{IEXNQOSXMQ3I4VAYRJUVSKZTFD}

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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

9 papers in Pith

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

AnomalyAgent: Training-Free Agentic Models for Zero-/Few-Shot Anomaly Detection

IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools

AgentIAD: Agentic Industrial Anomaly Detection via Adaptive Memory Augmentation

Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning

Receipt and verification

First computed	2026-07-05T10:49:59.698933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

412ed83a5764368e54188a69592b3328fd2f543044a171df5b6059aa2ab7238f

Aliases

arxiv: 2504.11914 · arxiv_version: 2504.11914v1 · doi: 10.48550/arxiv.2504.11914 · pith_short_12: IEXNQOSXMQ3I · pith_short_16: IEXNQOSXMQ3I4VAY · pith_short_8: IEXNQOSX

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/IEXNQOSXMQ3I4VAYRJUVSKZTFD \
  | 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: 412ed83a5764368e54188a69592b3328fd2f543044a171df5b6059aa2ab7238f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66788f620ba24673354d4866a3be96382d8c26910264754425fce2de16c931d5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-16T09:48:41Z",
    "title_canon_sha256": "30f42f9a491a3c58d9a934b60c333027d66780595cd23f3dd7933162c59081b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.11914",
    "kind": "arxiv",
    "version": 1
  }
}