Pith Number

pith:GYXLWB4P

pith:2024:GYXLWB4P6ZYM57S2QKNWRZMKMS

not attested not anchored not stored refs pending

VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Muchao Ye, Pan He, Weiyang Liu

arxiv:2412.01095 v3 · 2024-12-02 · cs.AI · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GYXLWB4P6ZYM57S2QKNWRZMKMS}

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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

VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding

Receipt and verification

First computed	2026-07-05T10:42:14.098941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

362ebb078ff670cefe5a829b68e58a649fa7da24b78a435a18f6df74660352b4

Aliases

arxiv: 2412.01095 · arxiv_version: 2412.01095v3 · doi: 10.48550/arxiv.2412.01095 · pith_short_12: GYXLWB4P6ZYM · pith_short_16: GYXLWB4P6ZYM57S2 · pith_short_8: GYXLWB4P

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/GYXLWB4P6ZYM57S2QKNWRZMKMS \
  | 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: 362ebb078ff670cefe5a829b68e58a649fa7da24b78a435a18f6df74660352b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0d81e3217a2a163a138af953ab105b6afb2339810c85ae269428e1ebf42c4a1",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-02T04:10:14Z",
    "title_canon_sha256": "d29dc0b869fc65e3f112658c6ebc882bf546b89b214fd98a0708b2bed483079f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01095",
    "kind": "arxiv",
    "version": 3
  }
}