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Pith Number

pith:6ANPCDVL

pith:2024:6ANPCDVL7VW5N3JERE2PLXK2PI
not attested not anchored not stored refs pending

Probabilistically Robust Watermarking of Neural Networks

Ivan Oseledets, Mikhail Pautov, Nikita Bogdanov, Oleg Rogov, Stanislav Pyatkin

arxiv:2401.08261 v2 · 2024-01-16 · cs.CR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6ANPCDVL7VW5N3JERE2PLXK2PI}

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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 2026-07-05T09:38:23.454982Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f01af10eabfd6dd6ed248934f5dd5a7a0dbbdc3e796d513654bc1d5b84ba9bf3

Aliases

arxiv: 2401.08261 · arxiv_version: 2401.08261v2 · doi: 10.48550/arxiv.2401.08261 · pith_short_12: 6ANPCDVL7VW5 · pith_short_16: 6ANPCDVL7VW5N3JE · pith_short_8: 6ANPCDVL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6ANPCDVL7VW5N3JERE2PLXK2PI \
  | 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: f01af10eabfd6dd6ed248934f5dd5a7a0dbbdc3e796d513654bc1d5b84ba9bf3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "45ff3cddf83d382066d2ba558505e8ac2fd37a77ffaaa3a1bedf5f98ba782059",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-16T10:32:13Z",
    "title_canon_sha256": "aa728b6259dbc9ead8be6994510f04ba49fdbe535acc3b87181820cfc4806bb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08261",
    "kind": "arxiv",
    "version": 2
  }
}