Pith Number

pith:56SPFVZ2

pith:2025:56SPFVZ2T5QVBKAX772A3J2MZ7

not attested not anchored not stored refs pending

MUSE: Model-Agnostic Tabular Watermarking via Multi-Sample Selection

Aiwei Liu, Hengrui Zhang, Henry Peng Zou, Liancheng Fang, Philip S. Yu, Yankai Chen, Zhongfen Deng

arxiv:2505.24267 v1 · 2025-05-30 · 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{56SPFVZ2T5QVBKAX772A3J2MZ7}

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

Robust Spectral Watermark for Synthetic Tabular Data

Receipt and verification

First computed	2026-07-05T11:12:45.515404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efa4f2d73a9f6150a817fff40da74ccff8bb2e10b981ad50548f682def5c64b6

Aliases

arxiv: 2505.24267 · arxiv_version: 2505.24267v1 · doi: 10.48550/arxiv.2505.24267 · pith_short_12: 56SPFVZ2T5QV · pith_short_16: 56SPFVZ2T5QVBKAX · pith_short_8: 56SPFVZ2

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/56SPFVZ2T5QVBKAX772A3J2MZ7 \
  | 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: efa4f2d73a9f6150a817fff40da74ccff8bb2e10b981ad50548f682def5c64b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "938ebfe77a1f2bde5592e8adccc811f99937ce55115e020a12bf0fc34ff49ab3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-30T06:45:31Z",
    "title_canon_sha256": "c752cf8582c7a5c088ebe7e3249f7b0316731dacdf1d0ec9fa18310b59147bb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24267",
    "kind": "arxiv",
    "version": 1
  }
}