Pith Number

pith:MUNH5FD3

pith:2024:MUNH5FD3JLRQZKP5O7ERQFVCB3

not attested not anchored not stored refs pending

Reliable Model Watermarking: Defending Against Theft without Compromising on Evasion

Fangqi Li, Hongyu Zhu, Ju Jia, Shilin Wang, Sichu Liang, Wentao Hu

arxiv:2404.13518 v1 · 2024-04-21 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MUNH5FD3JLRQZKP5O7ERQFVCB3}

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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	2026-07-05T08:10:33.506339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

651a7e947b4ae30ca9fd77c91816a20eda0df16f2f96b14b0fea0345f775ed8f

Aliases

arxiv: 2404.13518 · arxiv_version: 2404.13518v1 · doi: 10.48550/arxiv.2404.13518 · pith_short_12: MUNH5FD3JLRQ · pith_short_16: MUNH5FD3JLRQZKP5 · pith_short_8: MUNH5FD3

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/MUNH5FD3JLRQZKP5O7ERQFVCB3 \
  | 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: 651a7e947b4ae30ca9fd77c91816a20eda0df16f2f96b14b0fea0345f775ed8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65668f517170d1b5235c860621ae111623bcd903c6e0ea2b7fd5b79ec0052afa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-04-21T03:38:20Z",
    "title_canon_sha256": "7bacd37bcd1c398847541fbe1fb95452f44a6b44aca0a16a591d66632dcb6fde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13518",
    "kind": "arxiv",
    "version": 1
  }
}