Pith Number

pith:TKN4ESLZ

pith:2022:TKN4ESLZT5SEQH724RCI2E3RN6

not attested not anchored not stored refs pending

Adversarial Robustness of Deep Neural Networks: A Survey from a Formal Verification Perspective

Guangdong Bai, Jin Song Dong, Mark Huasong Meng, Sin Gee Teo, Yan Xiao, Yun Lin, Zhe Hou

arxiv:2206.12227 v2 · 2022-06-24 · cs.CR · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TKN4ESLZT5SEQH724RCI2E3RN6}

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

2 papers in Pith

SoK: A Comprehensive Analysis of the Current Status of Neural Tangent Generalization Attacks with Research Directions

Probabilistic Verification of Neural Networks via Efficient Probabilistic Hull Generation

Receipt and verification

First computed	2026-07-05T05:05:07.231621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a9bc249799f64481ffae4448d13716fb62565eea86d32f47ea51442b7943d66

Aliases

arxiv: 2206.12227 · arxiv_version: 2206.12227v2 · doi: 10.48550/arxiv.2206.12227 · pith_short_12: TKN4ESLZT5SE · pith_short_16: TKN4ESLZT5SEQH72 · pith_short_8: TKN4ESLZ

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/TKN4ESLZT5SEQH724RCI2E3RN6 \
  | 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: 9a9bc249799f64481ffae4448d13716fb62565eea86d32f47ea51442b7943d66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3302f66b851fd8dc4438baf959823ea679f0bec22a6ec32c4526a83a53e8de4",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-06-24T11:53:12Z",
    "title_canon_sha256": "3e8c13dca0a7cb65ee50bb3fc9f7429618c9db2da955fcf348b25147d54e4db2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.12227",
    "kind": "arxiv",
    "version": 2
  }
}