Pith. sign in
Pith Number

pith:7NG2L5WF

pith:2024:7NG2L5WFNKGDNJNHOVWVHI54DF
not attested not anchored not stored refs pending

Attacks on the neural network and defense methods

A. Korenev, A. Novokhrestov, B. Lodonova, G. Belokrylov

arxiv:2412.20529 v1 · 2024-12-29 · cs.CR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7NG2L5WFNKGDNJNHOVWVHI54DF}

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 2026-07-05T09:55:18.433155Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fb4da5f6c56a8c36a5a7756d53a3bc194e73d572077f4567ef18c53ab34a6ea5

Aliases

arxiv: 2412.20529 · arxiv_version: 2412.20529v1 · doi: 10.48550/arxiv.2412.20529 · pith_short_12: 7NG2L5WFNKGD · pith_short_16: 7NG2L5WFNKGDNJNH · pith_short_8: 7NG2L5WF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7NG2L5WFNKGDNJNHOVWVHI54DF \
  | 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: fb4da5f6c56a8c36a5a7756d53a3bc194e73d572077f4567ef18c53ab34a6ea5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ce1f4f39938a7108cbeeae1dc53eefe81329db6c3a12b0012e96be61af8f1010",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-29T17:33:04Z",
    "title_canon_sha256": "de381749d7ad29db1f52831b16ad17fc9753c1dc4699740e0f4c2e73492075e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20529",
    "kind": "arxiv",
    "version": 1
  }
}