Pith Number

pith:2NSWDSLF

pith:2024:2NSWDSLFH74AEXZXF6QOU7V44X

not attested not anchored not stored refs pending

Exploiting Vision Encoder Vulnerabilities for Universal Adversarial Perturbations on Large Vision-Language Models

Changick Kim, Hee-Seon Kim, Minbeom Kim, Seokil Ham

arxiv:2412.08108 v3 · 2024-12-11 · cs.CV · cs.CL · cs.CR

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\usepackage{pith}
\pithnumber{2NSWDSLFH74AEXZXF6QOU7V44X}

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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

4 papers in Pith

Structure-Guided Visual Perturbation Neutralization for LVLMs

ORCA: An Agentic Reasoning Framework for Hallucination and Adversarial Robustness in Vision-Language Models

Seeing No Evil: Blinding Large Vision-Language Models to Safety Instructions via Adversarial Attention Hijacking

Receipt and verification

First computed	2026-06-30T02:16:49.339750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d36561c9653ff8025f372fa0ea7ebce5ff20ee1b41a3eb5abc6585d174240fd9

Aliases

arxiv: 2412.08108 · arxiv_version: 2412.08108v3 · doi: 10.48550/arxiv.2412.08108 · pith_short_12: 2NSWDSLFH74A · pith_short_16: 2NSWDSLFH74AEXZX · pith_short_8: 2NSWDSLF

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/2NSWDSLFH74AEXZXF6QOU7V44X \
  | 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: d36561c9653ff8025f372fa0ea7ebce5ff20ee1b41a3eb5abc6585d174240fd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e93b7495d380ea445043254844f79a5a462d020ae5b1e12f82089e555f4091d1",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-11T05:23:34Z",
    "title_canon_sha256": "a5f3dae41e0796a38eb29cddf1d152d653db617109592358f3c485f598344d33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08108",
    "kind": "arxiv",
    "version": 3
  }
}