Pith Number

pith:YLGS4XJA

pith:2025:YLGS4XJAXQHHDG46UEMFLBWGD5

not attested not anchored not stored refs pending

Transferable Adversarial Attacks on Black-Box Vision-Language Models

Alexander Robey, Andy Zou, Chengming Xu, Haoqi Hu, Kai Hu, Li Zhang, Matt Fredrikson, Weichen Yu

arxiv:2505.01050 v1 · 2025-05-02 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{YLGS4XJAXQHHDG46UEMFLBWGD5}

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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

6 papers in Pith

Image Prompt Reconstruction Attacks on Distributed MLLM Inference Frameworks

Steal the Patch Size: Adversarially Manipulate Vision-Language Models

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

High-Entropy Tokens as Multimodal Failure Points in Vision-Language Models

Universal Adversarial Attacks against Closed-Source MLLMs via Target-View Routed Meta Optimization

Receipt and verification

First computed	2026-07-05T10:57:44.207067Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2cd2e5d20bc0e719b9ea1185586c61f5bab74ad05db3a1b50a828eef3a8effd

Aliases

arxiv: 2505.01050 · arxiv_version: 2505.01050v1 · doi: 10.48550/arxiv.2505.01050 · pith_short_12: YLGS4XJAXQHH · pith_short_16: YLGS4XJAXQHHDG46 · pith_short_8: YLGS4XJA

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/YLGS4XJAXQHHDG46UEMFLBWGD5 \
  | 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: c2cd2e5d20bc0e719b9ea1185586c61f5bab74ad05db3a1b50a828eef3a8effd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e995e4314068cf9b48af98aef89ac8b2d462a4dd34442c5bf066bcd158ec0b9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-02T06:51:11Z",
    "title_canon_sha256": "bd8f2fad95f3750d840f881c32a320dfa6de74658661a3f317d143ca32bbca07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01050",
    "kind": "arxiv",
    "version": 1
  }
}