Pith Number

pith:5FIJNWKY

pith:2023:5FIJNWKYW6UFTFJ3HILVDVLDZM

not attested not anchored not stored refs pending

On Evaluating Adversarial Robustness of Large Vision-Language Models

Chao Du, Chongxuan Li, Min Lin, Ngai-Man Cheung, Tianyu Pang, Xiao Yang, Yunqing Zhao

arxiv:2305.16934 v2 · 2023-05-26 · cs.CV · cs.CL · cs.CR · cs.LG · cs.MM

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\usepackage{pith}
\pithnumber{5FIJNWKYW6UFTFJ3HILVDVLDZM}

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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

7 papers in Pith

Adversarial Diffusion Across Modalities: A Fusion Survey of Attacks, Defenses, and Evaluation for Text, Vision, and Vision-Language Models

Adversarial Video Promotion Against Text-to-Video Retrieval

A Survey on Multimodal Large Language Models

MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Improved Baselines with Visual Instruction Tuning

Receipt and verification

First computed	2026-07-05T07:06:28.089023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e95096d958b7a859953b3a1751d563cb1647a6ef0b9bae72d824da2c6399b8fe

Aliases

arxiv: 2305.16934 · arxiv_version: 2305.16934v2 · doi: 10.48550/arxiv.2305.16934 · pith_short_12: 5FIJNWKYW6UF · pith_short_16: 5FIJNWKYW6UFTFJ3 · pith_short_8: 5FIJNWKY

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/5FIJNWKYW6UFTFJ3HILVDVLDZM \
  | 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: e95096d958b7a859953b3a1751d563cb1647a6ef0b9bae72d824da2c6399b8fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b398d694a36f2ee536090cd5b7c3a923a6eeb9f9fc0268ccf0b20bb6054a471",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR",
      "cs.LG",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-05-26T13:49:44Z",
    "title_canon_sha256": "4dc0bab33468e05295eeceaf345e927f4ac1245708a917121711141153cac56d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16934",
    "kind": "arxiv",
    "version": 2
  }
}