Pith Number

pith:AP5WUKUV

pith:2025:AP5WUKUVODWV72G75G36PI3RR2

not attested not anchored not stored refs pending

Improving Adversarial Transferability in MLLMs via Dynamic Vision-Language Alignment Attack

Andong Hua, Chenhe Gu, Jindong Gu, Yao Qin

arxiv:2502.19672 v1 · 2025-02-27 · 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{AP5WUKUVODWV72G75G36PI3RR2}

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

Frequency-Domain Regularized Adversarial Alignment for Transferable Attacks against Closed-Source MLLMs

Receipt and verification

First computed	2026-07-05T10:20:50.674120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03fb6a2a9570ed5fe8dfe9b7e7a3718e96914aa1aff6afe1d021c506448d20f5

Aliases

arxiv: 2502.19672 · arxiv_version: 2502.19672v1 · doi: 10.48550/arxiv.2502.19672 · pith_short_12: AP5WUKUVODWV · pith_short_16: AP5WUKUVODWV72G7 · pith_short_8: AP5WUKUV

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/AP5WUKUVODWV72G75G36PI3RR2 \
  | 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: 03fb6a2a9570ed5fe8dfe9b7e7a3718e96914aa1aff6afe1d021c506448d20f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "055ae53a7b4292af1909c8d32bd6f18dd902f4e8df6e7e4044375bde516d4882",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-27T01:33:19Z",
    "title_canon_sha256": "141e8c277bbc4ca2af2eef6414d9d5973a38911353346a6de65bcd3b9332858d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19672",
    "kind": "arxiv",
    "version": 1
  }
}