Pith Number

pith:CA7NTGV6

pith:2021:CA7NTGV6CRKGLRNJPCFDT7G5M5

not attested not anchored not stored refs pending

A survey of deep neural network watermarking techniques

Hongxia Wang, Mauro Barni, Yue Li

arxiv:2103.09274 v1 · 2021-03-16 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CA7NTGV6CRKGLRNJPCFDT7G5M5}

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

Ownership Verification of DNN Models Using White-Box Adversarial Attacks with Specified Probability Manipulation

Receipt and verification

First computed	2026-07-05T02:24:02.233356Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

103ed99abe145465c5a9788a39fcdd67433915117a36a38c0ba54c84d4ca7500

Aliases

arxiv: 2103.09274 · arxiv_version: 2103.09274v1 · doi: 10.48550/arxiv.2103.09274 · pith_short_12: CA7NTGV6CRKG · pith_short_16: CA7NTGV6CRKGLRNJ · pith_short_8: CA7NTGV6

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/CA7NTGV6CRKGLRNJPCFDT7G5M5 \
  | 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: 103ed99abe145465c5a9788a39fcdd67433915117a36a38c0ba54c84d4ca7500

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8910fac0d6c56f1d1906922e3264291718db2b520e33fe160527a8a899d05c2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-03-16T18:35:07Z",
    "title_canon_sha256": "f7684f4a6ddc0f2e96a9ff94775272a70ba1afa4213bbe3e8898b70604b5a044"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.09274",
    "kind": "arxiv",
    "version": 1
  }
}