Paper Citation Record · LEDGER

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

As of 22 August 2026, this Paper Citation Record lists 100 of 154 outbound references and 13 inbound Pith citation observations for arXiv:2412.00571.

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

pith.paper-citation-record.v1
2412.00571 v2

Coverage vector

measured 100 of 154 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:15:07.559703Z

measured 113 of 113 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:41:54.504909Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T21:48:59.853046Z

Reference resolution

100 of 154 outbound references displayed

verified exact11
verified fuzzy0
unresolved87
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bf3ed059-782a-47a3-87f9-aa3009d65984 · outbound

This paper cites Gpt-4 technical report,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Gpt-4 technical report,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.142512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 074d1b8c-fabb-4a0f-a048-01b99acb727f · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Robust speech recognition via large-scale weak supervision,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.147043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0253239-744e-407d-b628-2d1393d049ad · outbound

This paper cites MuseNet: Ai-generated music with deep learning models,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview MuseNet: Ai-generated music with deep learning models,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.151473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e7d57dc-b621-4b04-8282-b856214b39a9 · outbound

This paper cites Jukedeck: Background music generation,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Jukedeck: Background music generation,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.156074Z

Source-reported events for the cited work

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Observation 74187d1c-93e3-4094-bb42-6dc4627f3460 · outbound

This paper cites Aiva: Artificial intelligence virtual artist,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Aiva: Artificial intelligence virtual artist,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.160738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4302526-660f-48b3-8129-429d2f4f9633 · outbound

This paper cites Impacts of ai on music consumption and fairness,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Impacts of ai on music consumption and fairness,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.164781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 223fd9a7-d08b-45aa-8970-4dc5b14d35e5 · outbound

This paper cites An adaptive meta-heuristic for music plagiarism detection based on text similarity and clustering,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview An adaptive meta-heuristic for music plagiarism detection based on text similarity and clustering,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.168720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f2f21c7-2a7c-416b-b013-4780e34b76cc · outbound

This paper cites Audio Deepfake Detection: A Survey.

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

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.172529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58317a24-67b7-4246-96e3-3959ebd694f7 · outbound

This paper cites Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.176893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee840c11-61d5-49b0-beb9-d39ee9eeb837 · outbound

This paper cites ADD 2023: the Second Audio Deepfake Detection Challenge.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.181041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01496568-7b60-41ce-b471-f55eececbf54 · outbound

This paper cites Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.185208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dbe1dbf-f39b-4a88-ac95-135a49e08b14 · outbound

This paper cites Detecting Multimedia Generated by Large AI Models: A Survey.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Detecting Multimedia Generated by Large AI Models: A Survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.190376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e6fabca-2517-4491-94a6-a8803c1f12ca · outbound

This paper cites Review of audio deepfake detection techniques: Issues and prospects,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Review of audio deepfake detection techniques: Issues and prospects,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.194513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32e4a266-bce4-437a-bdbd-e6cbb95ef250 · outbound

This paper cites Deepfake generation and detection: Case study and challenges,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Deepfake generation and detection: Case study and challenges,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.197887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bcfab5f-a790-41cb-97e7-344447d0aa1d · outbound

This paper cites A review of modern audio deepfake de- tection methods: challenges and future directions,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview A review of modern audio deepfake de- tection methods: challenges and future directions,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.201365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f038b14f-00bf-4c51-bd17-175d80bd72c0 · outbound

This paper cites Taylor, Music, Subjectivity, and Schumann.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Taylor, Music, Subjectivity, and Schumann

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.205997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32445d8a-4bd4-47f2-aa25-4057fd80fbe0 · outbound

This paper cites Music Composition with Deep Learning: A Review.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Music Composition with Deep Learning: A Review

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:09.073966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f1308ed3-95c8-46aa-aaa4-5ab509dce544 · outbound

This paper cites Poetic discourse in popular song lyrics: An analysis of the linguistic features of a selection of popular songs,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Poetic discourse in popular song lyrics: An analysis of the linguistic features of a selection of popular songs,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.214273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15a56e5e-4518-4ec0-8b68-77ab7ec15842 · outbound

This paper cites Technical, musical, and legal aspects of an ai-aided algorithmic music production system,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Technical, musical, and legal aspects of an ai-aided algorithmic music production system,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.218658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11299f15-9055-4e64-8087-03e957ee6c7a · outbound

This paper cites Foundation Models for Music: A Survey.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Foundation Models for Music: A Survey

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.222130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bb594e7-3e42-40ed-b143-c4475c401b09 · outbound

This paper cites Deep learning for music genre recognition,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Deep learning for music genre recognition,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.226750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10fc4390-d982-4724-bbe3-779c6470544e · outbound

This paper cites musif: a python package for symbolic music feature extraction,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview musif: a python package for symbolic music feature extraction,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.230381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af839a73-28b0-4e98-8c62-b3390f30c06a · outbound

This paper cites Benward and M.

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

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.233703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deaf2b08-eaa7-48a5-815f-48d05076824e · outbound

This paper cites Twinkle, twinkle, little star,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Twinkle, twinkle, little star,

Reference 24

Resolution: verified exact; raw_fallback, observed 2026-08-12T05:15:08.916482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e9b467e6-22d4-487c-958f-b2ad0765646b · outbound

This paper cites Melody Extraction from Polyphonic Music by Deep Learning Approaches: A Review.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Melody Extraction from Polyphonic Music by Deep Learning Approaches: A Review

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.844049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1f546455-388e-440d-bd0c-4fe92aa69b6f · outbound

This paper cites Frequency-temporal attention network for singing melody extraction,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Frequency-temporal attention network for singing melody extraction,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.245567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b117fe8-740d-46e9-a305-7f5bdf11542a · outbound

This paper cites Tonet: Tone-octave network for singing melody extraction from poly- phonic music,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Tonet: Tone-octave network for singing melody extraction from poly- phonic music,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.249302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1978c6f4-1a26-46bb-b49f-5e96022e9ce9 · outbound

This paper cites Melody-Guided Music Generation.

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

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.823288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d8e6dcb6-9e56-41d5-8357-e298c16a2935 · outbound

This paper cites Towards automatic extraction of harmony information from music signals,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Towards automatic extraction of harmony information from music signals,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.256360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a0acba6-115a-4996-85a6-3177278df76c · outbound

This paper cites Functional harmony ontology: Musical harmony analysis with description logics,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Functional harmony ontology: Musical harmony analysis with description logics,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.261036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53ab7299-eb48-4f9a-a285-25743d8e2c03 · outbound

This paper cites Structure-enhanced pop music generation via harmony-aware learning,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Structure-enhanced pop music generation via harmony-aware learning,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.264613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33bde30a-3e34-48dc-af17-81c037a0dfdf · outbound

This paper cites Emotional harmony through deep learning: A facial expression- based music therapy,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Emotional harmony through deep learning: A facial expression- based music therapy,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.268313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f45dcf4-5a3d-4faf-abb0-7d48d80c46c0 · outbound

This paper cites Emotion-Driven Melody Harmonization via Melodic Variation and Functional Representation.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Emotion-Driven Melody Harmonization via Melodic Variation and Functional Representation

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.727794Z

Source-reported events for the cited work

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Observation fbbf4229-8ebd-4c2b-9508-0128615d062a · outbound

This paper cites Rhythm pattern representations for tempo detection in music,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Rhythm pattern representations for tempo detection in music,

Reference 34

Resolution: metadata mismatch; raw_fallback, observed 2026-08-12T05:15:08.710500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9dbd05f3-0c17-4737-a452-fc10e95abf17 · outbound

This paper cites Cadence Detection in Symbolic Classical Music using Graph Neural Networks.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Cadence Detection in Symbolic Classical Music using Graph Neural Networks

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.637986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0194895b-b488-44ea-b097-9732ca43bb83 · outbound

This paper cites Mrbert: Pre-training of melody and rhythm for automatic music generation,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Mrbert: Pre-training of melody and rhythm for automatic music generation,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.288049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3689753-0414-4e05-a28e-2669e61c62f6 · outbound

This paper cites MusiConGen: Rhythm and Chord Control for Transformer-Based Text-to-Music Generation.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview MusiConGen: Rhythm and Chord Control for Transformer-Based Text-to-Music Generation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.292510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ba51782-7bde-4214-a4f5-964e57762d64 · outbound

This paper cites Lyemobert: Classification of lyrics’ emotion and recommendation using a pre-trained model,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Lyemobert: Classification of lyrics’ emotion and recommendation using a pre-trained model,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.296843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a12c4c3d-baac-471c-8d6d-4bdf32852035 · outbound

This paper cites SongCreator: Lyrics-based Universal Song Generation.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview SongCreator: Lyrics-based Universal Song Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.300906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb0a8743-5cd6-493d-bf0a-71634a4c7198 · outbound

This paper cites Controllable lyrics-to-melody genera- tion,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Controllable lyrics-to-melody genera- tion,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.310595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1974cc09-356d-4593-b210-2e4fdb026cad · outbound

This paper cites Innovations in Cover Song Detection: A Lyrics-Based Approach.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Innovations in Cover Song Detection: A Lyrics-Based Approach

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.565640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 57950119-786b-451b-af06-e8fd66657ac6 · outbound

This paper cites Song authorship attribution: a lyrics and rhyme based approach,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Song authorship attribution: a lyrics and rhyme based approach,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.319052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0363f68-d976-43a4-8a40-830bb92b230c · outbound

This paper cites Synthetic Lyrics Detection Across Languages and Genres.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Synthetic Lyrics Detection Across Languages and Genres

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.543851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3fdf9818-c624-4b8e-a4db-a07baa802770 · outbound

This paper cites Musical timbre style transfer with diffusion model,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Musical timbre style transfer with diffusion model,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.332021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d25801c-5920-45f3-af40-ea9621833794 · outbound

This paper cites Gtr-ctrl: instrument and genre conditioning for guitar-focused music generation with transformers,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Gtr-ctrl: instrument and genre conditioning for guitar-focused music generation with transformers,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.336196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd8e4db-0490-4c26-915f-d343327c1613 · outbound

This paper cites EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.340014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c47fcd7-e5d1-4e98-9840-265565ec9646 · outbound

This paper cites Generative adversarial nets,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Generative adversarial nets,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.343812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df3e5661-3f3e-4a86-bbb1-3fc0b5ee355a · outbound

This paper cites Musenet,.

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

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.347742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcd14a96-5329-4fee-a4f1-e30d49b93702 · outbound

This paper cites Music Transformer.

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

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.351655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9d8cd48-d4cc-4d32-a7e8-3a98f95a86b6 · outbound

This paper cites A hierarchical latent vector model for learning long-term structure in music,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview A hierarchical latent vector model for learning long-term structure in music,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.355530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d395fb3c-b2ca-4ee6-93f9-4753f5bb2db9 · outbound

This paper cites Musegan: Multi-track sequential generative adversarial networks for symbolic music generation and accompaniment,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Musegan: Multi-track sequential generative adversarial networks for symbolic music generation and accompaniment,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.359530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ac04248-21d7-4946-a97a-9b8a6f292580 · outbound

This paper cites Auto-Encoding Variational Bayes.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Auto-Encoding Variational Bayes

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.364254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa8c25c4-e49c-4d43-a2ce-c8c1091cf278 · outbound

This paper cites DiffWave: A Versatile Diffusion Model for Audio Synthesis.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview DiffWave: A Versatile Diffusion Model for Audio Synthesis

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.368369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3d5f0e8-650d-448c-af2b-5af6e7d39666 · outbound

This paper cites Melody-conditioned lyrics generation with seqgans,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Melody-conditioned lyrics generation with seqgans,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.371923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02837e82-073a-4c00-aa0b-888ea12c90e1 · outbound

This paper cites Conditional lstm-gan for melody generation from lyrics,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Conditional lstm-gan for melody generation from lyrics,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.375428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7064c948-04f5-4eb1-9200-bf0b4c85043b · outbound

This paper cites Melody generation sys- tem based on a theory of melody sequence,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Melody generation sys- tem based on a theory of melody sequence,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.378648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eafb879a-58e4-4ccc-9ae1-d5abbb97959c · outbound

This paper cites Continuous melody generation via disentangled short-term representations and structural conditions,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Continuous melody generation via disentangled short-term representations and structural conditions,

Reference 58

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Observation 3a1831fb-e184-468d-97ff-e259667350ac · outbound

This paper cites SongComposer: A Large Language Model for Lyric and Melody Generation in Song Composition.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview SongComposer: A Large Language Model for Lyric and Melody Generation in Song Composition

Reference 59

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Observation 31a1c4a5-9235-440a-ac6f-3c7fec72fc3a · outbound

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

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Detecting music deepfakes is easy but actually hard

Reference 60

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Observation 22e5df88-f7db-41fd-a5ff-7379e85f7316 · outbound

This paper cites As Good As A Coin Toss: Human detection of AI-generated images, videos, audio, and audiovisual stimuli.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview As Good As A Coin Toss: Human detection of AI-generated images, videos, audio, and audiovisual stimuli

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.394069Z

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview FakeMusicCaps: a Dataset for Detection and Attribution of Synthetic Music Generated via Text-to-Music Models

Reference 62

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This paper cites SONICS: Synthetic Or Not -- Identifying Counterfeit Songs.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview SONICS: Synthetic Or Not -- Identifying Counterfeit Songs

Reference 63

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Observation 08c48865-fe56-48a0-8df7-739d26481096 · outbound

This paper cites Musiclm: Generating music from text,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Musiclm: Generating music from text,

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.407685Z

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Genius song lyrics with language information,

Reference 65

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This paper cites Dali: A large dataset of synchronized audio, lyrics and notes, automatically created using teacher-student machine learning paradigm.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Dali: A large dataset of synchronized audio, lyrics and notes, automatically created using teacher-student machine learning paradigm

Reference 66

Resolution: verified exact; raw_fallback, observed 2026-08-12T05:15:08.378790Z

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Observation 85d258bd-0eff-4a6e-8db1-99233692669d · outbound

This paper cites FMA: A Dataset For Music Analysis.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview FMA: A Dataset For Music Analysis

Reference 67

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Observation c15e0738-01d0-4bd6-8587-2461665b0939 · outbound

This paper cites Enabling factorized piano music modeling and generation with the MAESTRO dataset,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Enabling factorized piano music modeling and generation with the MAESTRO dataset,

Reference 68

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Observation 3fd7e442-684a-4fa0-bce6-7efb7075b2c7 · outbound

This paper cites The million song dataset.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview The million song dataset

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.429454Z

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Observation 6a161360-195e-4785-b6d9-f3d19ab31af4 · outbound

This paper cites Learning features of music from scratch,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Learning features of music from scratch,

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.432958Z

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Observation bae89caa-0623-4179-bcec-5fc7911f8ac5 · outbound

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview The mtg-jamendo dataset for automatic music tagging,

Reference 71

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This paper cites Sunocaps: A novel dataset of text-prompt based ai-generated music with emotion annotations,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Sunocaps: A novel dataset of text-prompt based ai-generated music with emotion annotations,

Reference 72

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Observation 99d1fb14-e9c7-4dfd-af3d-a5c9306f4b5c · outbound

This paper cites A ConvNet for the 2020s.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview A ConvNet for the 2020s

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.451970Z

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Observation c5396260-a212-4486-b4c2-ce04d8fc50d3 · outbound

This paper cites Random forests,.

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

Reference 75

Resolution: malformed identifier; no resolver link, observed 2026-08-12T05:15:07.455716Z

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This paper cites Melodic deception: Exploring the complexities of deepfakes of music generated by generative adversarial networks (gans).

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Melodic deception: Exploring the complexities of deepfakes of music generated by generative adversarial networks (gans)

Reference 76

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Observation 745ca552-7c51-4e8a-a8f9-3e07f525b771 · outbound

This paper cites WaveFake: A Data Set to Facilitate Audio Deepfake Detection.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview WaveFake: A Data Set to Facilitate Audio Deepfake Detection

Reference 77

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Observation 7a06a4ac-c2ef-4e3a-b0a9-b4cab7fa9df3 · outbound

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview For: A dataset for synthetic speech detection,

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.467668Z

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Observation dda85687-c4d2-4f43-a94b-f78637e0194e · outbound

This paper cites FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset

Reference 79

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Observation b7d84d2c-f7d2-4850-a43d-40d587273840 · outbound

This paper cites Add 2022: The first audio deepfake detection challenge,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Add 2022: The first audio deepfake detection challenge,

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.476646Z

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Add 2023: Audio deepfake detection challenge,

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.480369Z

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This paper cites Asvspoof 2015: The first automatic speaker verification spoofing and countermeasures challenge,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Asvspoof 2015: The first automatic speaker verification spoofing and countermeasures challenge,

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.484031Z

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Observation 4576703e-2079-484c-ac00-364baf31132c · outbound

This paper cites Asvspoof 2019: Automatic speaker verification spoofing and countermeasures challenge evaluation,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Asvspoof 2019: Automatic speaker verification spoofing and countermeasures challenge evaluation,

Reference 83

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This paper cites Asvspoof 2021: Automatic speaker verification spoofing and countermeasures challenge evaluation,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Asvspoof 2021: Automatic speaker verification spoofing and countermeasures challenge evaluation,

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.491144Z

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview SafeEar: Content Privacy-Preserving Audio Deepfake Detection

Reference 85

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.227225Z

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Observation fdbc16ad-63a3-49c3-a5a2-1fcb854a4056 · outbound

This paper cites The ami meeting corpus: A pre-announcement,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview The ami meeting corpus: A pre-announcement,

Reference 86

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Observation 313bf7b1-37fc-4d28-a90d-4857ecf9b730 · outbound

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Deep speech 2: End-to-end speech recognition in english and mandarin,

Reference 87

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Observation 0ccd3ebe-b9fe-4cb6-85a5-a951bc01b203 · outbound

This paper cites The voice conversion challenge 2018: Pro- moting development of parallel and non-parallel methods,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview The voice conversion challenge 2018: Pro- moting development of parallel and non-parallel methods,

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.506410Z

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Observation 5d3ad597-53a0-4044-90d3-f85f95048929 · outbound

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview MLAAD: The Multi-Language Audio Anti-Spoofing Dataset

Reference 89

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Observation 5fb3d107-e8a3-44a7-92b8-6f6aecc365d5 · outbound

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview A dataset and taxonomy for urban sound research,

Reference 90

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This paper cites Does audio deepfake detection generalize?.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Does audio deepfake detection generalize?

Reference 91

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Observation beda0cd4-42b7-4f2c-97c5-9fb41aa25cb9 · outbound

This paper cites Attention is all you need,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Attention is all you need,

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-12T05:15:07.521107Z

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Observation df8ae9c5-9e7c-41fa-8125-7f96666dd158 · outbound

This paper cites Detection of ai-synthesized speech using cepstral & bispectral statistics,.

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Detection of ai-synthesized speech using cepstral & bispectral statistics,

Reference 93

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Observation 88baf946-5205-4031-98d5-7e6a51245c37 · outbound

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

Reference 94

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Multi-path gmm- mobilenet based on attack algorithms and codecs for synthetic speech and deepfake detection

Reference 95

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview An Introduction to Convolutional Neural Networks

Reference 96

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview LCNN: Lookup-based Convolutional Neural Network

Reference 97

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:15:08.180371Z

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Observation 74afd63c-e671-43f5-8bf7-a4440e8a8628 · outbound

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview End-to-end anti-spoofing with RawNet2

Reference 98

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Deep residual learning for image recognition,

Reference 99

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Detecting synthetic audio with resnet architecture,

Reference 100

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

Reference 101

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From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Improving the robustness of deepfake audio detection through confidence calibra- tion

Reference 102

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Pith citing papers

Observation 3f2a74f3-3958-4238-b553-c1f60bc2e127 · inbound

Explainable Detection of Machine Generated Music and Early Systematic Evaluation cites this paper.

Explainable Detection of Machine Generated Music and Early Systematic Evaluation From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 5

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Observation 897a116b-efa2-4d19-9f84-303e0da8e653 · inbound

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Double Entendre: Robust Audio-Based AI-Generated Lyrics Detection via Multi-View Fusion From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 20

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A Fourier Explanation of AI-music Artifacts From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 19

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Observation 5c7e12d1-59c5-4fc4-9f09-c8d4fbb5d80f · inbound

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing cites this paper.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 40

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

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

Reference 14

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AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan cites this paper.

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 31

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Observation 4d15622b-3cbd-4274-9929-cc68bb6c510f · inbound

ArtifactNet: Detecting AI-Generated Music via Forensic Residual Physics cites this paper.

ArtifactNet: Detecting AI-Generated Music via Forensic Residual Physics From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:26:59.775426Z

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Observation 6a621563-f80c-47b0-8318-1f20f4f51fd5 · inbound

MusicDET: Zero-Shot AI-Generated Music Detection cites this paper.

MusicDET: Zero-Shot AI-Generated Music Detection From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 10

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Observation b2affa2c-93d8-47c5-a97a-07369d276fd9 · inbound

Probing Token Spaces under Generator Shift in AI-Generated Music Detection cites this paper.

Probing Token Spaces under Generator Shift in AI-Generated Music Detection From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 12

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Observation ff004c54-9753-41ae-8ce5-b7d36805dbcf · inbound

An Empirical Analysis of AI Slop in Music Streaming cites this paper.

An Empirical Analysis of AI Slop in Music Streaming From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 48

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Observation 3e364448-4c65-47a8-9f6e-12480616103f · inbound

Finding the noise: Zero-shot AI Music Detection cites this paper.

Finding the noise: Zero-shot AI Music Detection From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 24

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Observation e83e6d30-0311-481b-8ad5-01bb1d460a5e · inbound

Improved Robustness in AI-Generated Music Detection cites this paper.

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

Reference 22

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Observation 67a22792-09d0-4912-a437-ca7395aa4094 · inbound

Assessing AI-generated music detection in real-world broadcast monitoring cites this paper.

Assessing AI-generated music detection in real-world broadcast monitoring From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 8

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