Paper Citation Record · LEDGER

Echoes: A semantically-aligned music deepfake detection dataset

As of 9 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2603.23667.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2603.23667 v3

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T17:35:47.715860Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T17:35:47.604755Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy0
unresolved42
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 45252b34-e399-4810-9588-d5c6058cd3e5 · outbound

This paper cites Modern generators can pro- duce realistic music from short prompts, increasing the feasi- bility of large-scale synthetic music creation.

Echoes: A semantically-aligned music deepfake detection dataset Modern generators can pro- duce realistic music from short prompts, increasing the feasi- bility of large-scale synthetic music creation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.597690Z

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Observation cc34b7aa-2bf0-4cdf-a16c-678466e75cf1 · outbound

This paper cites Generation pipeline To build our dataset, we start from bona fide music tracks from the Free Music Archive (FMA) [26].

Echoes: A semantically-aligned music deepfake detection dataset Generation pipeline To build our dataset, we start from bona fide music tracks from the Free Music Archive (FMA) [26]

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.608307Z

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Observation f7bf9d8a-b853-4279-950e-fcc6489b121a · outbound

This paper cites Table 2:AI-music providers used to create Echoes.

Echoes: A semantically-aligned music deepfake detection dataset Table 2:AI-music providers used to create Echoes

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.611352Z

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Observation f8331247-4f20-43d1-b7da-e433316504d1 · outbound

This paper cites Echoes contains 3577tracks (110hours) across pop, rock, and electronic mu- sic genres.

Echoes: A semantically-aligned music deepfake detection dataset Echoes contains 3577tracks (110hours) across pop, rock, and electronic mu- sic genres

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.614414Z

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Observation 8575e210-b8b8-4ce0-808e-8b79073382b6 · outbound

This paper cites Automatic speaker verification spoofing and deep- fake detection using wav2vec 2.0 and data augmentation,.

Echoes: A semantically-aligned music deepfake detection dataset Automatic speaker verification spoofing and deep- fake detection using wav2vec 2.0 and data augmentation,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.628735Z

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Observation eea60656-54b7-4958-8002-7d8b0fc049e0 · outbound

This paper cites Towards generalisable and calibrated audio deepfake detection with self- supervised representations,.

Echoes: A semantically-aligned music deepfake detection dataset Towards generalisable and calibrated audio deepfake detection with self- supervised representations,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.631519Z

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Observation aedaa9dc-d943-4ad2-a6aa-788e6c3bf31b · outbound

This paper cites Deezer: 28% of all delivered music is now fully AI-generated,.

Echoes: A semantically-aligned music deepfake detection dataset Deezer: 28% of all delivered music is now fully AI-generated,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.617454Z

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Observation d56b1db8-2f94-4e66-92a3-f9876f4887c4 · outbound

This paper cites End-to-end anti-spoofing with RawNet2,.

Echoes: A semantically-aligned music deepfake detection dataset End-to-end anti-spoofing with RawNet2,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.620109Z

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Observation 3fc41619-1614-4b16-99b6-5823313f8992 · outbound

This paper cites AASIST: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,.

Echoes: A semantically-aligned music deepfake detection dataset AASIST: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.623048Z

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Observation dc6e70d2-ccdc-4a80-a480-d76f2306ca11 · outbound

This paper cites Singing voice graph modeling for singfake detection,.

Echoes: A semantically-aligned music deepfake detection dataset Singing voice graph modeling for singfake detection,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.625772Z

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Observation 989ecfcb-6806-46cb-b54f-9b6c990b888a · outbound

This paper cites Speech is silver, silence is golden: What do asvspoof-trained models really learn?.

Echoes: A semantically-aligned music deepfake detection dataset Speech is silver, silence is golden: What do asvspoof-trained models really learn?

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.645497Z

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Observation 3e3a0d5c-e7d9-4c4a-a2f7-1f240fc57594 · outbound

This paper cites Is synthetic voice detection research going into the right direction?.

Echoes: A semantically-aligned music deepfake detection dataset Is synthetic voice detection research going into the right direction?

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.648024Z

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Observation d649dba4-9d5d-42cb-99bb-d5151bce7d3d · outbound

This paper cites Detecting music deepfakes is easy but actually hard.

Echoes: A semantically-aligned music deepfake detection dataset Detecting music deepfakes is easy but actually hard

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.634115Z

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Observation 880e0dd3-d78b-439b-95dc-79809e193344 · outbound

This paper cites From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview.

Echoes: A semantically-aligned music deepfake detection dataset From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.637077Z

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Observation dc159d6a-9e54-4f11-8616-4257ea57fd21 · outbound

This paper cites Asvspoof 2019: Future horizons in spoofed and fake audio detec- tion,.

Echoes: A semantically-aligned music deepfake detection dataset Asvspoof 2019: Future horizons in spoofed and fake audio detec- tion,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.640002Z

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Observation 8fb34544-7378-4f25-9b70-ae006fbc8580 · outbound

This paper cites Does audio deepfake detection generalize?.

Echoes: A semantically-aligned music deepfake detection dataset Does audio deepfake detection generalize?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.642919Z

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Observation 0bbb1136-304b-425d-9624-2c4232cc987d · outbound

This paper cites Simple and controllable music gen- eration,.

Echoes: A semantically-aligned music deepfake detection dataset Simple and controllable music gen- eration,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.661708Z

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Observation 1842c29b-2214-49ca-9d82-6515d9178291 · outbound

This paper cites Audioldm: Text-to-audio generation with la- tent diffusion models,.

Echoes: A semantically-aligned music deepfake detection dataset Audioldm: Text-to-audio generation with la- tent diffusion models,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.664410Z

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Observation b64ef3ce-ca4f-4a27-8eeb-327aeaf748a1 · outbound

This paper cites Circum- venting shortcuts in audio-visual deepfake detection datasets with unsupervised learning,.

Echoes: A semantically-aligned music deepfake detection dataset Circum- venting shortcuts in audio-visual deepfake detection datasets with unsupervised learning,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.650647Z

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Observation f777843b-1b1e-4b30-8342-311b1cb4fe78 · outbound

This paper cites Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,.

Echoes: A semantically-aligned music deepfake detection dataset Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.653367Z

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Observation 26c8155b-a6af-4a33-b5a3-200f18d5a78f · outbound

This paper cites On the effec- tiveness of dataset alignment for fake image detection,.

Echoes: A semantically-aligned music deepfake detection dataset On the effec- tiveness of dataset alignment for fake image detection,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.656072Z

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Observation aaa7c602-2808-4d18-9b52-5ca0b3236756 · outbound

This paper cites MusicLM: Generating Music From Text.

Echoes: A semantically-aligned music deepfake detection dataset MusicLM: Generating Music From Text

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.658728Z

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Observation efdb90e4-fccd-46c3-8e50-e949560e42ce · outbound

This paper cites Benchmarking music generation models and metrics via human preference studies,.

Echoes: A semantically-aligned music deepfake detection dataset Benchmarking music generation models and metrics via human preference studies,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.678138Z

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Observation 956b0606-b043-42a8-a443-0451353381e9 · outbound

This paper cites an unresolved cited work.

Echoes: A semantically-aligned music deepfake detection dataset Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.601713Z

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Observation 44ad8c0c-fa1a-4a10-8bb1-7a30b24ed5b1 · outbound

This paper cites Echoes: A semantically-aligned music deepfake detection dataset.

Echoes: A semantically-aligned music deepfake detection dataset Echoes: A semantically-aligned music deepfake detection dataset

Reference 25

Resolution: malformed identifier; no resolver link, observed 2026-08-02T17:35:47.604755Z

Source-reported events for the cited work

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Observation 1fec0e70-473f-4b9b-9392-1c9e82eef8d2 · outbound

This paper cites Stable audio open,.

Echoes: A semantically-aligned music deepfake detection dataset Stable audio open,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.667151Z

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Observation 8d85e2f4-64e6-412a-b6c7-d940e31e53ef · outbound

This paper cites The AI mu- sic arms race: On the detection of AI-generated music,.

Echoes: A semantically-aligned music deepfake detection dataset The AI mu- sic arms race: On the detection of AI-generated music,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.669793Z

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Observation 4e2f75e2-42c5-428d-8527-18a46809197c · outbound

This paper cites Singfake: Singing voice deepfake detection,.

Echoes: A semantically-aligned music deepfake detection dataset Singfake: Singing voice deepfake detection,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.672439Z

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Observation 2f275c51-cb2a-4d72-9f43-2d5e57d7999a · outbound

This paper cites SVDD 2024: The inaugural singing voice deepfake detection challenge,.

Echoes: A semantically-aligned music deepfake detection dataset SVDD 2024: The inaugural singing voice deepfake detection challenge,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.675423Z

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Observation 2f1614d1-70e4-4207-b462-2e7304da280f · outbound

This paper cites FakeMusicCaps: A dataset for detection and attribution of synthetic music generated via text-to-music models,.

Echoes: A semantically-aligned music deepfake detection dataset FakeMusicCaps: A dataset for detection and attribution of synthetic music generated via text-to-music models,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.680810Z

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Observation f2cc8a16-490d-4e0b-83c8-2b77128af670 · outbound

This paper cites Sonics: Synthetic or not-identifying counterfeit songs,.

Echoes: A semantically-aligned music deepfake detection dataset Sonics: Synthetic or not-identifying counterfeit songs,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.683700Z

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Observation 1360d617-3f49-41cb-b2e1-7923710bc507 · outbound

This paper cites Fma: A dataset for music analysis,.

Echoes: A semantically-aligned music deepfake detection dataset Fma: A dataset for music analysis,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.686235Z

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Observation 310031d3-f4a0-4f8d-9b1a-2c3d248d3cb6 · outbound

This paper cites ACE-Step: A Step Towards Music Generation Foundation Model.

Echoes: A semantically-aligned music deepfake detection dataset ACE-Step: A Step Towards Music Generation Foundation Model

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.688979Z

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Observation e1518fce-7dc1-4f9a-90f6-08e4283063b3 · outbound

This paper cites Brev AI Music Generator,.

Echoes: A semantically-aligned music deepfake detection dataset Brev AI Music Generator,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.692091Z

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Observation 304ea97c-2504-47b8-9f27-966a268d524c · outbound

This paper cites DiffRhythm: Blazingly Fast and Embarrassingly Simple End-to-End Full-Length Song Generation with Latent Diffusion.

Echoes: A semantically-aligned music deepfake detection dataset DiffRhythm: Blazingly Fast and Embarrassingly Simple End-to-End Full-Length Song Generation with Latent Diffusion

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.694727Z

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Observation 27e72b17-c0f0-4150-b34d-183b078f60c9 · outbound

This paper cites Mubert AI Music Generator,.

Echoes: A semantically-aligned music deepfake detection dataset Mubert AI Music Generator,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.697934Z

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Observation 5a78663a-b9fe-4544-b78a-41b954ee528b · outbound

This paper cites Stable Audio 2.5,.

Echoes: A semantically-aligned music deepfake detection dataset Stable Audio 2.5,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.700589Z

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Observation 391fd423-cee0-4b85-870a-1b478d49cf9d · outbound

This paper cites Songgen: A single stage auto-regressive transformer for text-to-song generation,.

Echoes: A semantically-aligned music deepfake detection dataset Songgen: A single stage auto-regressive transformer for text-to-song generation,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.703276Z

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Observation de576d16-fbf1-4e6f-9127-015733262d74 · outbound

This paper cites Suno: AI Music,.

Echoes: A semantically-aligned music deepfake detection dataset Suno: AI Music,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.705806Z

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Observation f73c9b07-7791-435b-b620-3b284ead0273 · outbound

This paper cites Riffusion – Stable Diffusion for Real-Time Music Generation,.

Echoes: A semantically-aligned music deepfake detection dataset Riffusion – Stable Diffusion for Real-Time Music Generation,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.708338Z

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Observation 5d6ba32e-f7ef-430a-b01e-7f362e7e5b56 · outbound

This paper cites Udio: AI Music Generator,.

Echoes: A semantically-aligned music deepfake detection dataset Udio: AI Music Generator,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.710839Z

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Observation 8d3e1a88-4a7f-435a-8f0c-659154796206 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,.

Echoes: A semantically-aligned music deepfake detection dataset wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.713386Z

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Observation 19235081-2ae8-45dc-aa1d-0cd1c072cfbe · outbound

This paper cites Xls-r: Self- supervised cross-lingual speech representation learning at scale,.

Echoes: A semantically-aligned music deepfake detection dataset Xls-r: Self- supervised cross-lingual speech representation learning at scale,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T17:35:47.715860Z

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Pith citing papers

Observation 44ad8c0c-fa1a-4a10-8bb1-7a30b24ed5b1 · inbound