Pith Number

pith:QV7WNSPC

pith:2025:QV7WNSPCUKQ2H7XPFIP4HM7A2S

not attested not anchored not stored refs pending

Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks

Jiawei Wang, Kin-man Lam, Yicheng Fu, Yichun Feng, Yuanjun Chai, Yushen Zuo, Zhendong Liu

arxiv:2504.01308 v3 · 2025-04-02 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QV7WNSPCUKQ2H7XPFIP4HM7A2S}

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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.

Receipt and verification

First computed	2026-07-05T11:47:21.107443Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

857f66c9e2a2a1a3feef2a1fc3b3e0d48c4b8561fcf9a4a562293ec0c2a04064

Aliases

arxiv: 2504.01308 · arxiv_version: 2504.01308v3 · doi: 10.48550/arxiv.2504.01308 · pith_short_12: QV7WNSPCUKQ2 · pith_short_16: QV7WNSPCUKQ2H7XP · pith_short_8: QV7WNSPC

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/QV7WNSPCUKQ2H7XPFIP4HM7A2S \
  | 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: 857f66c9e2a2a1a3feef2a1fc3b3e0d48c4b8561fcf9a4a562293ec0c2a04064

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f60c79848f32477a5c83d8dd3a5ce2d2254c0ebb1a96f1579b8d87afae8184eb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-02T02:35:19Z",
    "title_canon_sha256": "4a741a5dfead05303e70e2742d043166d45a65865da540571cf2cacbd74cb03f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.01308",
    "kind": "arxiv",
    "version": 3
  }
}