Pith Number

pith:YFPST6DA

pith:2025:YFPST6DASH4USOU55WWUDGMPOX

not attested not anchored not stored refs pending

SoK: How Robust is Audio Watermarking in Generative AI models?

Aaron Bien Ramos, Ashwin Innuganti, Hanqing Guo, Qiben Yan, Yizhu Wen

arxiv:2503.19176 v2 · 2025-03-24 · 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{YFPST6DASH4USOU55WWUDGMPOX}

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

6 papers in Pith

The Watermark Shortcut: How Provenance Marking Sabotages Audio Deepfake Detection

Learning to Evade: Adaptive Attacks on Audio Watermarking

Feature-Aligned Speech Watermarking for Robustness to Reconstruction Distortions

Audio Pirates: Black-box Audio Watermark Removal via Diffusion Priors

MelShield: Robust Mel-Domain Audio Watermarking for Provenance Attribution of AI Generated Synthesized Speech

Receipt and verification

First computed	2026-07-05T10:39:48.002393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c15f29f86091f9493a9dedad41998f75c9bc599f4b4551dd678575844ffbeedd

Aliases

arxiv: 2503.19176 · arxiv_version: 2503.19176v2 · doi: 10.48550/arxiv.2503.19176 · pith_short_12: YFPST6DASH4U · pith_short_16: YFPST6DASH4USOU5 · pith_short_8: YFPST6DA

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/YFPST6DASH4USOU55WWUDGMPOX \
  | 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: c15f29f86091f9493a9dedad41998f75c9bc599f4b4551dd678575844ffbeedd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36446b99d102b220089631a1f6f2779bcab2e7e47999de7604f6810583b55f60",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-03-24T21:57:59Z",
    "title_canon_sha256": "f1233e258603b48b5462d136af3474ce88f056800094cee19f97becdb42b2c72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.19176",
    "kind": "arxiv",
    "version": 2
  }
}