Pith Number

pith:MXQ444QR

pith:2025:MXQ444QR3SAWZS7NT5AZDOMRBD

not attested not anchored not stored refs pending

Beyond Vulnerabilities: A Survey of Adversarial Attacks as Both Threats and Defenses in Computer Vision Systems

Chun Pong Lau, Chun Tong Lei, Lei Fang, Ognjen Arandjelovi\'c, Shuai Zhao, Weiye Li, Yanli Li, Yifei Qian, Zhongliang Guo

arxiv:2508.01845 v1 · 2025-08-03 · cs.CV · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MXQ444QR3SAWZS7NT5AZDOMRBD}

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

1 paper in Pith

Towards Universal Physical Adversarial Attacks via a Joint Multi-Objective and Multi-Model Optimization Framework

Receipt and verification

First computed	2026-07-05T11:47:46.379479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65e1ce7211dc816ccbed9f4191b99108cebfbac3ffa11680fca087267feae853

Aliases

arxiv: 2508.01845 · arxiv_version: 2508.01845v1 · doi: 10.48550/arxiv.2508.01845 · pith_short_12: MXQ444QR3SAW · pith_short_16: MXQ444QR3SAWZS7N · pith_short_8: MXQ444QR

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/MXQ444QR3SAWZS7NT5AZDOMRBD \
  | 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: 65e1ce7211dc816ccbed9f4191b99108cebfbac3ffa11680fca087267feae853

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fb32f602b7ca08bb93715a338501b5e0ce990fc673847b828f9477d564f3937",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-03T17:02:05Z",
    "title_canon_sha256": "0a48c82d4257de7f01b83f7df388e355ddff177ffe63c2f4ae4d921b0c3bbedb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.01845",
    "kind": "arxiv",
    "version": 1
  }
}