Pith Number

pith:VV4EJOMA

pith:2024:VV4EJOMAMVXFYYYJYXNVGLZSGS

not attested not anchored not stored refs pending

How Multi-Modal LLMs Reshape Visual Deep Learning Testing? A Comprehensive Study Through the Lens of Image Mutation

Ao Sun, Daoyuan Wu, Liwen Wang, Pingchuan Ma, Shuai Wang, Yuanyuan Yuan, Zongjie Li

arxiv:2404.13945 v3 · 2024-04-22 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VV4EJOMAMVXFYYYJYXNVGLZSGS}

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

MetaRA: Metamorphic Robustness Assessment for Multimodal Large Language Model-based Visual Question Answering Systems

Receipt and verification

First computed	2026-07-05T09:53:00.868768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad7844b980656e5c6309c5db532f32349b6e85bac32e00b7d0907df4cebce160

Aliases

arxiv: 2404.13945 · arxiv_version: 2404.13945v3 · doi: 10.48550/arxiv.2404.13945 · pith_short_12: VV4EJOMAMVXF · pith_short_16: VV4EJOMAMVXFYYYJ · pith_short_8: VV4EJOMA

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/VV4EJOMAMVXFYYYJYXNVGLZSGS \
  | 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: ad7844b980656e5c6309c5db532f32349b6e85bac32e00b7d0907df4cebce160

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f6b91070adc0ecffa41093f898b76dcb19e5d0d26d478d3bac0a7e0fd1123b1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-22T07:41:41Z",
    "title_canon_sha256": "884b76310528d6247046cc53432bccd21bb446be9622a2144a1d5265f7e11b9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13945",
    "kind": "arxiv",
    "version": 3
  }
}