Pith Number

pith:TAULKF2U

pith:2024:TAULKF2U5BUYWFE3ARV7TEHPWR

not attested not anchored not stored refs pending

Generative Models are Self-Watermarked: Declaring Model Authentication through Re-Generation

Aditya Desu, Qiongkai Xu, Wei Lu, Xuanli He

arxiv:2402.16889 v1 · 2024-02-23 · cs.LG · cs.AI · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TAULKF2U5BUYWFE3ARV7TEHPWR}

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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

Removing Watermarks with Partial Regeneration using Semantic Information

Receipt and verification

First computed	2026-07-05T07:49:38.588091Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9828b51754e8698b149b046bf990efb45a1978d09445ea80e9c636fc3bb7645d

Aliases

arxiv: 2402.16889 · arxiv_version: 2402.16889v1 · doi: 10.48550/arxiv.2402.16889 · pith_short_12: TAULKF2U5BUY · pith_short_16: TAULKF2U5BUYWFE3 · pith_short_8: TAULKF2U

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/TAULKF2U5BUYWFE3ARV7TEHPWR \
  | 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: 9828b51754e8698b149b046bf990efb45a1978d09445ea80e9c636fc3bb7645d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "069cb95ae49beba16406073c773e4ab93199f243659a8c7c5cf9873ed7ec278f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T10:48:21Z",
    "title_canon_sha256": "5611906589fd8d477e94cc8bb6f14c4c5e54327fa47ba7f30686644860acd395"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16889",
    "kind": "arxiv",
    "version": 1
  }
}