Pith Number

pith:4UEGT6JP

pith:2025:4UEGT6JP7Y5F6NKYKMPJJJY7D2

not attested not anchored not stored refs pending

Analysis of the vulnerability of machine learning regression models to adversarial attacks using data from 5G wireless networks

Artur Zhigalov, Denis Parfenov, Leonid Legashev

arxiv:2505.00487 v1 · 2025-05-01 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4UEGT6JP7Y5F6NKYKMPJJJY7D2}

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.

Receipt and verification

First computed	2026-07-05T10:57:14.359910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e50869f92ffe3a5f3558531e94a71f1e842363168539709a93fea8e067e73ee7

Aliases

arxiv: 2505.00487 · arxiv_version: 2505.00487v1 · doi: 10.48550/arxiv.2505.00487 · pith_short_12: 4UEGT6JP7Y5F · pith_short_16: 4UEGT6JP7Y5F6NKY · pith_short_8: 4UEGT6JP

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/4UEGT6JP7Y5F6NKYKMPJJJY7D2 \
  | 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: e50869f92ffe3a5f3558531e94a71f1e842363168539709a93fea8e067e73ee7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b3bf8222925acb85b450d944023679945a81a0e33421c5f59b5a4ebc41affca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-01T12:36:05Z",
    "title_canon_sha256": "83a3344da0956c96f59b358e6a4de72a98247ba6aee8ca94086ef359a92b7380"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00487",
    "kind": "arxiv",
    "version": 1
  }
}