Pith Number

pith:X6T6AVYO

pith:2026:X6T6AVYO46UFIQDSLSPZ2TIC2V

not attested not anchored not stored refs pending

Are Multimodal LLMs Ready for Surveillance? A Reality Check on Zero-Shot Anomaly Detection in the Wild

Armin Danesh Pazho, Hamed Tabkhi, Narges Rashvand, Shanle Yao

arxiv:2603.04727 v2 · 2026-03-05 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X6T6AVYO46UFIQDSLSPZ2TIC2V}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

From Frames to Events: Rethinking Evaluation in Human-Centric Video Anomaly Detection

Receipt and verification

First computed	2026-05-20T00:05:42.787635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfa7e0570ee7a85440725c9f9d4d02d55e08c21bfddd379becb0553626bf7d34

Aliases

arxiv: 2603.04727 · arxiv_version: 2603.04727v2 · doi: 10.48550/arxiv.2603.04727 · pith_short_12: X6T6AVYO46UF · pith_short_16: X6T6AVYO46UFIQDS · pith_short_8: X6T6AVYO

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/X6T6AVYO46UFIQDSLSPZ2TIC2V \
  | 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: bfa7e0570ee7a85440725c9f9d4d02d55e08c21bfddd379becb0553626bf7d34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27e8b8636337ee755ec953a94d2bcaebe127394ccaaa5c274c55918b025f50b9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-03-05T02:00:53Z",
    "title_canon_sha256": "9befc34ffa2256212dc5daef1ea902d29959e5f8f0e5857b4945031b9120638d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.04727",
    "kind": "arxiv",
    "version": 2
  }
}