pith. sign in
Pith Number

pith:TGRDQKDP

pith:2018:TGRDQKDP3SJ7YZHJCIA3H662PR
not attested not anchored not stored refs pending

DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models

Bita Darvish Rouhani, Farinaz Koushanfar, Huili Chen

arxiv:1804.00750 v2 · 2018-04-02 · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TGRDQKDP3SJ7YZHJCIA3H662PR}

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

Receipt and verification
First computed 2026-05-18T00:14:28.285156Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

99a238286fdc93fc64e91201b3fbda7c5f729bb20db2afdd59c727ff0ae00517

Aliases

arxiv: 1804.00750 · arxiv_version: 1804.00750v2 · doi: 10.48550/arxiv.1804.00750 · pith_short_12: TGRDQKDP3SJ7 · pith_short_16: TGRDQKDP3SJ7YZHJ · pith_short_8: TGRDQKDP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TGRDQKDP3SJ7YZHJCIA3H662PR \
  | 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: 99a238286fdc93fc64e91201b3fbda7c5f729bb20db2afdd59c727ff0ae00517
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "30b7fc53ef883cd2a9a2e4ffea87204a254190b44a138cc4ea3ea323cc71d773",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2018-04-02T22:23:04Z",
    "title_canon_sha256": "3fce0ace7113f5f07b7b4e2efa16263e744bd3cdf4802b1f77b75c3aa8c1be6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.00750",
    "kind": "arxiv",
    "version": 2
  }
}