Pith Number

pith:H5U3GTZK

pith:2024:H5U3GTZKQAXWRVVYRKCQWEILH2

not attested not anchored not stored refs pending

ModelShield: Adaptive and Robust Watermark against Model Extraction Attack

Chuhan Wu, Kaiyi Pang, Minghu Jiang, Minhao Bai, Tao Qi, Yongfeng Huang

arxiv:2405.02365 v4 · 2024-05-03 · 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{H5U3GTZKQAXWRVVYRKCQWEILH2}

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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.

Cited by

1 paper in Pith

A Systematic Survey of Model Extraction Attacks and Defenses: State-of-the-Art and Perspectives

Receipt and verification

First computed	2026-07-05T09:59:46.403715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f69b34f2a802f68d6b88a850b110b3eaa0c0c4ac2078e4dbc7f59cef41caf2b

Aliases

arxiv: 2405.02365 · arxiv_version: 2405.02365v4 · doi: 10.48550/arxiv.2405.02365 · pith_short_12: H5U3GTZKQAXW · pith_short_16: H5U3GTZKQAXWRVVY · pith_short_8: H5U3GTZK

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/H5U3GTZKQAXWRVVYRKCQWEILH2 \
  | 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: 3f69b34f2a802f68d6b88a850b110b3eaa0c0c4ac2078e4dbc7f59cef41caf2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cc08de3e72fe639c10f9bd1aa900b93a7a28a32822e7f0bc6f1279fb838a941",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-03T06:41:48Z",
    "title_canon_sha256": "a6a2547a5475b88e3df9ce48717ac64724893793ad2f71a4cd919cef95e77a6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.02365",
    "kind": "arxiv",
    "version": 4
  }
}