Pith Number

pith:KHNQY7PC

pith:2025:KHNQY7PCQBOH7OZSAXUVOWFNAE

not attested not anchored not stored refs pending

Black-Box Adversarial Attack on Vision Language Models for Autonomous Driving

Aishan Liu, Dacheng Tao, Lu Wang, Siyuan Liang, Tianyuan Zhang, Xianglong Liu, Yang Qu, Yuwei Chen

arxiv:2501.13563 v1 · 2025-01-23 · 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{KHNQY7PCQBOH7OZSAXUVOWFNAE}

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

8 papers in Pith

Benchmarking the Robustness of Autonomous Driving to Environmental Illusions: A Lane Perception Perspective

ReasonBreak: Probing Vulnerabilities in Reasoning-Enabled Vision-Language-Action Models for Autonomous Driving

WMAttack: Automated Attack Search for Adversarial Evaluation of World-Model Agents

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

Missing-by-Design: Certifiable Modality Deletion for Revocable Multimodal Sentiment Analysis

Receipt and verification

First computed	2026-07-05T10:04:30.455802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51db0c7de2805c7fbb3205e95758ad0120d7d996de447e89be4298c4d3a66dfd

Aliases

arxiv: 2501.13563 · arxiv_version: 2501.13563v1 · doi: 10.48550/arxiv.2501.13563 · pith_short_12: KHNQY7PCQBOH · pith_short_16: KHNQY7PCQBOH7OZS · pith_short_8: KHNQY7PC

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/KHNQY7PCQBOH7OZSAXUVOWFNAE \
  | 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: 51db0c7de2805c7fbb3205e95758ad0120d7d996de447e89be4298c4d3a66dfd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19f3891c0a6885bc959e4aa6ced2673fdeafb59b010adecee5d1bfbfa7b8f5c5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-23T11:10:02Z",
    "title_canon_sha256": "a90678f9c6b8e8ed4c8f5d19d2017074a62f2ebe811dc27126b6b36920848db7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13563",
    "kind": "arxiv",
    "version": 1
  }
}