Pith Number

pith:NDFZMOVC

pith:2024:NDFZMOVCJ35KMUJ5C2PIUS2GE5

not attested not anchored not stored refs pending

Vision-Language Models Assisted Unsupervised Video Anomaly Detection

Liquan Mao, Yalong Jiang

arxiv:2409.14109 v2 · 2024-09-21 · cs.CV

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\usepackage{pith}
\pithnumber{NDFZMOVCJ35KMUJ5C2PIUS2GE5}

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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

1 paper in Pith

The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM

Receipt and verification

First computed	2026-07-05T09:11:48.434425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68cb963aa24efaa6513d169e8a4b4627759d02ae1cb94b77b28d2d27dc1a349e

Aliases

arxiv: 2409.14109 · arxiv_version: 2409.14109v2 · doi: 10.48550/arxiv.2409.14109 · pith_short_12: NDFZMOVCJ35K · pith_short_16: NDFZMOVCJ35KMUJ5 · pith_short_8: NDFZMOVC

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/NDFZMOVCJ35KMUJ5C2PIUS2GE5 \
  | 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: 68cb963aa24efaa6513d169e8a4b4627759d02ae1cb94b77b28d2d27dc1a349e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e81f2b726e866791e782d5e2f3e510cd838b8d4d5b97f255fa3b1374c6810a66",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-09-21T11:48:54Z",
    "title_canon_sha256": "5eeff26b3ff7017a33ef3dc6393c888b2a56541b52f65359730a2622e0e9a093"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.14109",
    "kind": "arxiv",
    "version": 2
  }
}