Pith Number

pith:ZSMJM7PO

pith:2024:ZSMJM7POEXDLYJJLH36BCRZMZW

not attested not anchored not stored refs pending

VQA$^2$: Visual Question Answering for Video Quality Assessment

Chunyi Li, Guangtao Zhai, Haoning Wu, Jiaying Qian, Weisi Lin, Wei Sun, Xiaohong Liu, Xiongkuo Min, Zicheng Zhang, Ziheng Jia

arxiv:2411.03795 v4 · 2024-11-06 · 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{ZSMJM7POEXDLYJJLH36BCRZMZW}

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

Generalizable Video Quality Assessment via Weak-to-Strong Learning

Receipt and verification

First computed	2026-07-05T09:43:11.227883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc98967dee25c6bc252b3efc11472ccdba43f07c56f22eb02d5e9fe928b42ccb

Aliases

arxiv: 2411.03795 · arxiv_version: 2411.03795v4 · doi: 10.48550/arxiv.2411.03795 · pith_short_12: ZSMJM7POEXDL · pith_short_16: ZSMJM7POEXDLYJJL · pith_short_8: ZSMJM7PO

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/ZSMJM7POEXDLYJJLH36BCRZMZW \
  | 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: cc98967dee25c6bc252b3efc11472ccdba43f07c56f22eb02d5e9fe928b42ccb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "579742f5de07fa6e7842e7257618ab44f6aadccc8b162908aba954b690e97d33",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-06T09:39:52Z",
    "title_canon_sha256": "44c09c6ca7051544d6c928d34322f330b280aa64ac126daccaaaf7ed3b774d02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03795",
    "kind": "arxiv",
    "version": 4
  }
}