Pith Number

pith:IIVOFQV2

pith:2024:IIVOFQV2YZZM5H7MOJ7TXZWZUA

not attested not anchored not stored refs pending

Enhancing Adversarial Robustness of Vision-Language Models through Low-Rank Adaptation

Gang Zhou, Xiaolong Zheng, Xiaoshuai Hao, Xingwei Zhang, Yue Liu, Yuheng Ji, Yuting Zhao, Zhao Zhang, Zhicheng Zhang

arxiv:2404.13425 v3 · 2024-04-20 · cs.CV · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IIVOFQV2YZZM5H7MOJ7TXZWZUA}

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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

3 papers in Pith

Small Data, Big Noise: Adversarial Training for Robust Parameter-Efficient Fine-Tuning

A Survey on Foundation Models for Personalized Federated Intelligence

Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning

Receipt and verification

First computed	2026-07-05T10:17:07.864347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

422ae2c2bac672ce9fec727f3be6d9a0110224e960b03cdbce8cc8ff3c1cbbd0

Aliases

arxiv: 2404.13425 · arxiv_version: 2404.13425v3 · doi: 10.48550/arxiv.2404.13425 · pith_short_12: IIVOFQV2YZZM · pith_short_16: IIVOFQV2YZZM5H7M · pith_short_8: IIVOFQV2

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/IIVOFQV2YZZM5H7MOJ7TXZWZUA \
  | 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: 422ae2c2bac672ce9fec727f3be6d9a0110224e960b03cdbce8cc8ff3c1cbbd0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1fa6580008209c322d67acfadfb45ae20f181d409b2aaa507bdc7115228d626c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-20T17:19:54Z",
    "title_canon_sha256": "e55f603b715f5fcef1c6e16523ebbb73eb1e141a73674d281529da6b38ae0804"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13425",
    "kind": "arxiv",
    "version": 3
  }
}