Pith Number

pith:II7WVGPM

pith:2025:II7WVGPMBNYGQMHF67QV2KQF3I

not attested not anchored not stored refs pending

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

Haiyang Guo, Han Zhu, Jian Xu, Linlin Huang, Peipei Yang, Shibo Gao, Shuai Li, Xu-Yao Zhang, Yangyang Liu, Yi Chen

arxiv:2507.21649 v1 · 2025-07-29 · cs.CV

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\usepackage{pith}
\pithnumber{II7WVGPMBNYGQMHF67QV2KQF3I}

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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

Can Multimodal Large Language Models Truly Understand Small Objects?

Receipt and verification

First computed	2026-07-05T11:45:03.870753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

423f6a99ec0b706830e5f7e15d2a05da256e6e0d28632625a352e8dfd83189d7

Aliases

arxiv: 2507.21649 · arxiv_version: 2507.21649v1 · doi: 10.48550/arxiv.2507.21649 · pith_short_12: II7WVGPMBNYG · pith_short_16: II7WVGPMBNYGQMHF · pith_short_8: II7WVGPM

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/II7WVGPMBNYGQMHF67QV2KQF3I \
  | 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: 423f6a99ec0b706830e5f7e15d2a05da256e6e0d28632625a352e8dfd83189d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44eaaccd316f5544a2f0112e0c6b1125bd387fe527f0edbbf8aeb2b7fb27bf76",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-29T10:07:24Z",
    "title_canon_sha256": "d7d679c0b90a0287ff44cfe409805bb0cb0deddf3073e12f4bd2b7c961ffb226"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21649",
    "kind": "arxiv",
    "version": 1
  }
}