Paper Citation Record · LEDGER

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis

As of 22 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2509.08283.

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

pith.paper-citation-record.v1
2509.08283 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:54:14.361479Z

measured 39 of 39 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact1
verified fuzzy20
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e331da7-294e-4b4d-a050-f6412544241a · outbound

This paper cites Attributing fake images to gans: Learning and analyzing gan finger- prints,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Attributing fake images to gans: Learning and analyzing gan finger- prints,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:17.801013Z

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 0e73e0e9-8cf2-425f-8773-b8707361d0fc · outbound

This paper cites Make-A-Video: Text-to-Video Generation without Text-Video Data.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Make-A-Video: Text-to-Video Generation without Text-Video Data

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.012616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4ad2945-d372-4a1a-bec9-ff1e605254a2 · outbound

This paper cites AudioGen: Textually Guided Audio Generation.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis AudioGen: Textually Guided Audio Generation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.105923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df198c1b-c884-4675-ba33-1b5c779f30e3 · outbound

This paper cites Audioldm 2: Learning holistic audio generation with self-supervised pretraining,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Audioldm 2: Learning holistic audio generation with self-supervised pretraining,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:17.674628Z

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 75de2e93-c2e8-4737-9d6e-a8f0414dd397 · outbound

This paper cites Improving language understanding by generative pre-training,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Improving language understanding by generative pre-training,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.269657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28a36ec7-b9a6-4453-8471-5e6856e5acb8 · outbound

This paper cites Pre-trained language models for text generation: A sur- vey,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Pre-trained language models for text generation: A sur- vey,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:17.492857Z

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 6c07e52a-e2fb-45a3-b2b0-45bc8ad84434 · outbound

This paper cites Watching the Generative AI Hype Bubble Deflate.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Watching the Generative AI Hype Bubble Deflate

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.395540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe6bee83-f128-4250-9ae3-3124a616413e · outbound

This paper cites Audio Deepfake Detection: A Survey.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Audio Deepfake Detection: A Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.490089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08db94c4-4ee2-46f4-9f5f-a2979b7e76c7 · outbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:17.368904Z

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 77c186f3-1dbe-40fb-a1a4-89c41ffe7b6d · outbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.611785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 048d2caa-d952-4c6c-b6f4-80f9a062bc43 · outbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Deepfakes generation and detec- tion: State-of-the-art, open challenges, countermeasures, and way forward,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:17.195514Z

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 38f00c65-e214-49ae-b564-42fba6f27351 · outbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Deepfake generation and detection: Case study and challenges,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:17.039166Z

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 ac4a16e0-ff30-4fdc-94ab-7ce5d257783b · outbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis SONICS: Synthetic Or Not -- Identifying Counterfeit Songs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.790871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b351a203-9717-45e2-97a2-c8355e86684a · outbound

This paper cites On the Effectiveness of Speech Self-supervised Learning for Music.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis On the Effectiveness of Speech Self-supervised Learning for Music

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-04T20:54:14.700414Z

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 bd1e1f02-0883-4b99-a170-ddee3c133788 · outbound

This paper cites Siamese network with wav2vec feature for spoofing speech detection.,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Siamese network with wav2vec feature for spoofing speech detection.,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:16.881385Z

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 43468736-17cd-4c50-9703-1a7f1a35585e · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.961511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d52f9b4-467b-4e6a-bef9-a1991bc0a7b9 · outbound

This paper cites Codified audio language modeling learns useful representations for music information retrieval.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Codified audio language modeling learns useful representations for music information retrieval

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.052289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a017d0a-c521-4c10-a74d-9dcb82d20a94 · outbound

This paper cites Music mixing style transfer: A contrastive learning approach to disentangle audio effects,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Music mixing style transfer: A contrastive learning approach to disentangle audio effects,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:16.729015Z

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 c02f4fc3-8e63-408b-869f-80e61d3d4ffb · outbound

This paper cites Mert: Acoustic music understanding model with large-scale self-supervised training,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Mert: Acoustic music understanding model with large-scale self-supervised training,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:16.609206Z

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 28f4f479-3a00-4042-ac2f-460565d018ac · outbound

This paper cites Wav2vec 2.0: A framework for self-supervised learning of speech representations,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:16.449737Z

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 c5738977-f774-4c38-a330-df25fee26c77 · outbound

This paper cites Map-music2vec: A simple and effective baseline for self-supervised music audio representation learning,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Map-music2vec: A simple and effective baseline for self-supervised music audio representation learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:16.284115Z

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 2af3fb36-5887-4a07-921e-b4127f3643ab · outbound

This paper cites Investigating self-supervised front ends for speech spoofing countermeasures.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Investigating self-supervised front ends for speech spoofing countermeasures

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.332865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a4e57f8-9759-42e2-8bf1-b11f759257db · outbound

This paper cites Self-training and pre-training are comple- mentary for speech recognition,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Self-training and pre-training are comple- mentary for speech recognition,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:16.168916Z

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 b3b54215-ea32-4ef2-bf1f-db355e26bf3e · outbound

This paper cites Data2vec: A general framework for self- supervised learning in speech, vision and language,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Data2vec: A general framework for self- supervised learning in speech, vision and language,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:16.019134Z

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 049240b2-b96c-4fb0-b72b-50e393de1fe8 · outbound

This paper cites Similarity matrix processing for music structure analysis,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Similarity matrix processing for music structure analysis,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:15.874477Z

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 eb0b9533-a075-4f5b-84cb-a2fcb6690fd7 · outbound

This paper cites FakeMusicCaps: a Dataset for Detection and Attribution of Synthetic Music Generated via Text-to-Music Models.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis FakeMusicCaps: a Dataset for Detection and Attribution of Synthetic Music Generated via Text-to-Music Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.554642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8ef7dd4-0cd7-46df-8a26-cbfd43099216 · outbound

This paper cites Deep residual learning for image recognition,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Deep residual learning for image recognition,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.620192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce1b4dfb-d8a9-4c6c-ad04-f85270e07a8a · outbound

This paper cites A convnet for the 2020s,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis A convnet for the 2020s,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.688609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b8894ee-e447-461c-a359-c334868f8166 · outbound

This paper cites Squeeze-and-excitation networks,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Squeeze-and-excitation networks,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:15.664277Z

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 7055eaad-2724-41db-8e09-7df04187b884 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.776883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d341f303-e687-449e-9c50-73e95fa82151 · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.833527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2549f06-306a-483e-bd07-8d90d1169c52 · outbound

This paper cites Ef- ficientvit: Lightweight multi-scale attention for high- resolution dense prediction,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Ef- ficientvit: Lightweight multi-scale attention for high- resolution dense prediction,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:15.514776Z

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 24107dca-5956-4c25-aea4-f8db00cdbfe0 · outbound

This paper cites Long short-term memory,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Long short-term memory,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:13.990244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9efa575-0838-47c1-bca8-945dd2bf13e5 · outbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Detection of ai-synthesized speech using cepstral & bispectral statistics,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:15.375293Z

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 f4a5fb22-a196-4985-9a12-774abaf97f49 · outbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Simple and controllable music gen- eration,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:15.259571Z

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 7f47b8d8-9cc2-42e0-a3dd-19cbbefb9c21 · outbound

This paper cites Musicldm: Enhanc- ing novelty in text-to-music generation using beat- synchronous mixup strategies,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Musicldm: Enhanc- ing novelty in text-to-music generation using beat- synchronous mixup strategies,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:15.059429Z

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 36f1c9e2-c06a-4c26-b4ba-eb2541beb104 · outbound

This paper cites Stable audio open,.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Stable audio open,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T20:54:14.911449Z

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 24ef680d-7125-4f95-ab00-09148a105fa6 · outbound

This paper cites Mustango: Toward Controllable Text-to-Music Generation.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Mustango: Toward Controllable Text-to-Music Generation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:14.265474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8fa1292-3d44-471f-933f-6e8a9325e49a · outbound

This paper cites Beat this! Accurate beat tracking without DBN postprocessing.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Beat this! Accurate beat tracking without DBN postprocessing

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:14.361479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.