Pith Number

pith:ELEWJVUG

pith:2025:ELEWJVUGACQVVSPKAF25PCMZR3

not attested not anchored not stored refs pending

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Liyun Zhu, Qixiang Chen, Xiaodong Cun, Xi Shen

arxiv:2505.23504 v1 · 2025-05-29 · 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{ELEWJVUGACQVVSPKAF25PCMZR3}

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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

3 papers in Pith

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization

ESOM: Efficiently Understanding Streaming Video Anomalies with Open-world Dynamic Definitions

Receipt and verification

First computed	2026-07-05T11:12:03.150724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22c964d68600a15ac9ea0175d789998ed0415966b2f71483a82f42fec33bd66b

Aliases

arxiv: 2505.23504 · arxiv_version: 2505.23504v1 · doi: 10.48550/arxiv.2505.23504 · pith_short_12: ELEWJVUGACQV · pith_short_16: ELEWJVUGACQVVSPK · pith_short_8: ELEWJVUG

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/ELEWJVUGACQVVSPKAF25PCMZR3 \
  | 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: 22c964d68600a15ac9ea0175d789998ed0415966b2f71483a82f42fec33bd66b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e05dfb29e79a85a2388a9a0e8ba302858c5359b54813c563c39a3c5cc70697ea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-29T14:48:10Z",
    "title_canon_sha256": "9305be738dd34128d57c1d9e5113ac9f660f2752d7d1be479c29478686efe91d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23504",
    "kind": "arxiv",
    "version": 1
  }
}