Pith Number

pith:RUY7D5JJ

pith:2024:RUY7D5JJCBC4R43JQI2KMKVZX4

not attested not anchored not stored refs pending

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Bj\"orn W. Schuller, Lucia Specia, Manuel Milling, Yupei Li

arxiv:2412.00571 v2 · 2024-11-30 · cs.SD · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RUY7D5JJCBC4R43JQI2KMKVZX4}

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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

6 papers in Pith

An Empirical Analysis of AI Slop in Music Streaming

Probing Token Spaces under Generator Shift in AI-Generated Music Detection

Explainable Detection of Machine Generated Music and Early Systematic Evaluation

MusicDET: Zero-Shot AI-Generated Music Detection

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan

Receipt and verification

First computed	2026-07-05T09:46:55.460739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d31f1f5291045c8f3698234a62ab9bf17c964b342ec09de2d500266c94df7ac

Aliases

arxiv: 2412.00571 · arxiv_version: 2412.00571v2 · doi: 10.48550/arxiv.2412.00571 · pith_short_12: RUY7D5JJCBC4 · pith_short_16: RUY7D5JJCBC4R43J · pith_short_8: RUY7D5JJ

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/RUY7D5JJCBC4R43JQI2KMKVZX4 \
  | 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: 8d31f1f5291045c8f3698234a62ab9bf17c964b342ec09de2d500266c94df7ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb74e17816a5f113fe4d8d158c5da0288c72e00238b3cc18cad3c8093df857da",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-11-30T19:53:23Z",
    "title_canon_sha256": "ee85da9692c833d46c7ea8512ed2c02ecff6f6b50ea38de7173b2bd87677c832"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00571",
    "kind": "arxiv",
    "version": 2
  }
}