Pith Number

pith:IT2T7BOS

pith:2025:IT2T7BOSYB6DUM72OS26Z22KSP

not attested not anchored not stored refs pending

AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization

Dacheng Tao, Jingyi Liao, Rong-Cheng Tu, Wenhao Sun, Xulei Yang, Xun Xu, Yiting Li, Yongyi Su, Zhao Jin

arxiv:2508.04175 v1 · 2025-08-06 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IT2T7BOSYB6DUM72OS26Z22KSP}

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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

AgentIAD: Agentic Industrial Anomaly Detection via Adaptive Memory Augmentation

AD-Copilot: A Vision-Language Assistant for Industrial Anomaly Detection via Visual In-context Comparison

Receipt and verification

First computed	2026-07-05T11:49:22.109957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44f53f85d2c07c3a33fa74b5eceb4a93c1c6532b08a273b76c325d1cc95f8dce

Aliases

arxiv: 2508.04175 · arxiv_version: 2508.04175v1 · doi: 10.48550/arxiv.2508.04175 · pith_short_12: IT2T7BOSYB6D · pith_short_16: IT2T7BOSYB6DUM72 · pith_short_8: IT2T7BOS

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/IT2T7BOSYB6DUM72OS26Z22KSP \
  | 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: 44f53f85d2c07c3a33fa74b5eceb4a93c1c6532b08a273b76c325d1cc95f8dce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dd4d14eb607af857b4e96946c94243b30f432c1d7147d1087464fd6983f1229",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-06T08:00:27Z",
    "title_canon_sha256": "9945fb138f71a82dc1eb8a3ca123390f2c2b3f285264c374e28a8186b060943f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04175",
    "kind": "arxiv",
    "version": 1
  }
}