Pith Number

pith:EH77KEMX

pith:2024:EH77KEMXYEG77OK4WNFV3KH4LB

not attested not anchored not stored refs pending

Discovering Spoofing Attempts on Language Model Watermarks

Martin Vechev, Nikola Jovanovi\'c, Robin Staab, Thibaud Gloaguen

arxiv:2410.02693 v2 · 2024-10-03 · cs.CR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EH77KEMXYEG77OK4WNFV3KH4LB}

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

4 papers in Pith

Mitigating Watermark Forgery in Generative Models via Randomized Key Selection

Watermarking Should Be Treated as a Monitoring Primitive

RLSpoofer: A Lightweight Evaluator for LLM Watermark Spoofing Resilience

Receipt and verification

First computed	2026-07-05T11:07:04.920722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21fff51197c10dffb95cb34b5da8fc58737800d74cd983accb624b9374004896

Aliases

arxiv: 2410.02693 · arxiv_version: 2410.02693v2 · doi: 10.48550/arxiv.2410.02693 · pith_short_12: EH77KEMXYEG7 · pith_short_16: EH77KEMXYEG77OK4 · pith_short_8: EH77KEMX

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/EH77KEMXYEG77OK4WNFV3KH4LB \
  | 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: 21fff51197c10dffb95cb34b5da8fc58737800d74cd983accb624b9374004896

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf1e4b304653f8bc21e52333674dade53527f6b7d561ed2874ebed6204924df4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-10-03T17:18:37Z",
    "title_canon_sha256": "8e324cc910f5013d64d06cc86aa9614aaa917126f34951b5313a763f81ec857d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02693",
    "kind": "arxiv",
    "version": 2
  }
}