Paper Citation Record · LEDGER

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection

As of 14 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2604.08104.

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

pith.paper-citation-record.v1
2604.08104 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:43:55.926243Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

43 of 43 outbound references displayed

verified exact1
verified fuzzy41
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f75f32f4-986e-46f5-a75a-68522d9cc290 · outbound

This paper cites A survey of a udio classiﬁcation using deep learning.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection A survey of a udio classiﬁcation using deep learning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.261161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c4d5c5ec-2c95-4109-ac96-d249ec751ffb · outbound

This paper cites Natural tts synthesis by conditioning wavenet 24 on mel spectrogram predictions.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Natural tts synthesis by conditioning wavenet 24 on mel spectrogram predictions

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.257999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2595a6ef-d970-439b-b549-380748583988 · outbound

This paper cites Conditional variational aut oencoder with adversarial learning for end-to-end text-to-speech.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Conditional variational aut oencoder with adversarial learning for end-to-end text-to-speech

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.246110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7d289da8-1690-424a-b500-a272be6f800b · outbound

This paper cites Starganv2-vc: A dive rse, unsupervised, non-parallel framework for natural-sounding voice conver sion.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Starganv2-vc: A dive rse, unsupervised, non-parallel framework for natural-sounding voice conver sion

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.250477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 74cd1d5e-4f67-4eca-b1cc-f0f337f15a19 · outbound

This paper cites Asvspoof 2019 : Future horizons in spoofed and fake audio detection.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Asvspoof 2019 : Future horizons in spoofed and fake audio detection

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.270525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8c172fa5-56da-469a-bb9e-c60da877fc0a · outbound

This paper cites Spoofceleb: Speech deepfake detection and sasv in the wild.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Spoofceleb: Speech deepfake detection and sasv in the wild

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.264237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 51b42f80-3f45-480f-93b5-40f4c05f3deb · outbound

This paper cites Deepfake speech detection using perceptual patho- logical features related to timbral attributes and deep lea rning.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Deepfake speech detection using perceptual patho- logical features related to timbral attributes and deep lea rning

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.267436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e4419ebb-88e4-40e5-9aad-c9cfe515a4d5 · outbound

This paper cites An evaluat ion of convolutional neural networks for music classiﬁcation using spectrogram s.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection An evaluat ion of convolutional neural networks for music classiﬁcation using spectrogram s

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.254454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 360cbf62-d813-4d62-99dd-c1995c1120b5 · outbound

This paper cites Classiﬁcation of harmful noise signals for hearing aid applications using spectrogram images and conv olutional neural net- works.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Classiﬁcation of harmful noise signals for hearing aid applications using spectrogram images and conv olutional neural net- works

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.236332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e2849bae-c709-4d38-a401-f95360224d8f · outbound

This paper cites Vision transfo rmer based audio clas- siﬁcation using patch-level feature fusion.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Vision transfo rmer based audio clas- siﬁcation using patch-level feature fusion

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.239681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation be98a4ec-87ac-4de4-b685-9cdf0c100916 · outbound

This paper cites Multiscale audio spectrogram trans former for e ﬃcient audio classiﬁcation.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Multiscale audio spectrogram trans former for e ﬃcient audio classiﬁcation

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.242792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4cd397bc-7920-4ea3-bc3b-168f7c887e1c · outbound

This paper cites Rethinking environmental sound classiﬁcation using convolutional neural networks: optim ized parameter tuning of single feature extraction.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Rethinking environmental sound classiﬁcation using convolutional neural networks: optim ized parameter tuning of single feature extraction

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.188049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 56e54acf-9e9d-47bf-b39f-b8b779754634 · outbound

This paper cites Spectrogram trans formers for audio classiﬁcation.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Spectrogram trans formers for audio classiﬁcation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.190915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 64b7caad-6903-4611-813c-687989dbeeda · outbound

This paper cites Trans- formers for urban sound classiﬁcation—a comprehensive per formance evalua- tion.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Trans- formers for urban sound classiﬁcation—a comprehensive per formance evalua- tion

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.220859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fe4f445c-5cb6-4ebc-b95a-8c16373d08cb · outbound

This paper cites Environmental sound classiﬁcation with tiny transformers in noisy edge en vironments.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Environmental sound classiﬁcation with tiny transformers in noisy edge en vironments

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.227443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 86fcc3a4-213a-4e7d-8f9f-31ddee1bec5e · outbound

This paper cites Ssast: Se lf-supervised audio spectrogram transformer.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Ssast: Se lf-supervised audio spectrogram transformer

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.184944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 399d2582-f05a-468b-9bcf-9d06cbd671f1 · outbound

This paper cites E ﬃcient training of audio transformers with patchout.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection E ﬃcient training of audio transformers with patchout

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.181977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ebd61a4c-cf52-4831-ab62-b212a598d1d6 · outbound

This paper cites S3t: Self- supervised pre- training with swin transformer for music classiﬁcation.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection S3t: Self- supervised pre- training with swin transformer for music classiﬁcation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.230690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9d21389d-c3fe-42e5-b462-e10d6f9245bf · outbound

This paper cites Asit: Local-global audio spectrogram vision transformer for eve nt classiﬁcation.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Asit: Local-global audio spectrogram vision transformer for eve nt classiﬁcation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.193755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d5820aee-7a6f-4a73-88ab-f644a67b7260 · outbound

This paper cites Cat: Causal audio trans former for audio clas- siﬁcation.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Cat: Causal audio trans former for audio clas- siﬁcation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.214329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 575c7efd-2293-47c5-a1c5-b3b336e191b7 · outbound

This paper cites Hts-at: A hierarchical token-semantic audio transformer for sound c lassiﬁcation and detec- tion.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Hts-at: A hierarchical token-semantic audio transformer for sound c lassiﬁcation and detec- tion

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.217468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation dec173c0-550c-40c3-b39e-1f7652f650e2 · outbound

This paper cites V att: Transformers for multimodal self-supervised learn ing from raw video, audio and text.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection V att: Transformers for multimodal self-supervised learn ing from raw video, audio and text

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.224304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b9ec34fb-b03c-4643-b843-b008093c0333 · outbound

This paper cites Asvspoof 2 019: Spoof- ing countermeasures for the detection of synthesized, conv erted and replayed speech.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Asvspoof 2 019: Spoof- ing countermeasures for the detection of synthesized, conv erted and replayed speech

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.202764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c0963a43-fbd3-4cd9-a377-f114f37dd698 · outbound

This paper cites Bpcnn: Bi-point input for convolu tional neural networks in speaker spooﬁng detection.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Bpcnn: Bi-point input for convolu tional neural networks in speaker spooﬁng detection

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.196850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 46bb6e3e-6a70-423a-9c6f-f3df3f0bc56b · outbound

This paper cites U nmasking the truth: A deep learning approach to detecting deepfake audio through mfcc features.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection U nmasking the truth: A deep learning approach to detecting deepfake audio through mfcc features

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.205500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f9c2da99-869f-4ac0-a5a4-2e201abf4e45 · outbound

This paper cites Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer Learning.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer Learning

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:15:58.024088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f6594163-ac07-4ff2-a169-d41310c8d3bb · outbound

This paper cites Ensemble models for spooﬁng detection in automatic speake r veriﬁcation.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Ensemble models for spooﬁng detection in automatic speake r veriﬁcation

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.208453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 549288ce-270b-4651-872a-7dd1aab9c4b4 · outbound

This paper cites Ana lysis of spectro- temporal modulation representation for deep-fake speech detection.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Ana lysis of spectro- temporal modulation representation for deep-fake speech detection

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.211256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 32a8093a-daba-4892-b473-b23129967d62 · outbound

This paper cites Deepfake au dio detection with vision transformer based method.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Deepfake au dio detection with vision transformer based method

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.199722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7217cb86-840d-4cc0-b33c-28e78c86d454 · outbound

This paper cites Synthesized speech dete ction using convolutional transformer-based spectrogram analysis.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Synthesized speech dete ction using convolutional transformer-based spectrogram analysis

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.159551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 16d5c677-3c52-4a39-88b8-d69fb7a021fb · outbound

This paper cites Assert: A nti-spooﬁng with squeeze-excitation and residual networks.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Assert: A nti-spooﬁng with squeeze-excitation and residual networks

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.179071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f3cb2230-b942-4b70-b593-a6c0c24558e0 · outbound

This paper cites an unresolved cited work.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-17T09:19:23.156439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b019258c-2922-43ad-92fc-d49efbb4fc43 · outbound

This paper cites Long range acoustic and dee p features perspective on asvspoof 2019.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Long range acoustic and dee p features perspective on asvspoof 2019

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.175164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ba1b838c-6e9f-4d0f-9257-ee443e0bee38 · outbound

This paper cites Synthesized speech detection based on spectrogram and convolutional neural networks.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Synthesized speech detection based on spectrogram and convolutional neural networks

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.139368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1a410eec-cf05-4200-84e3-9531884ff0ba · outbound

This paper cites Deep residu al neural networks for audio spooﬁng detection.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Deep residu al neural networks for audio spooﬁng detection

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.162618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4f15ffe8-6ce2-465e-ac21-b2bbd03e3293 · outbound

This paper cites Siamese convolutiona l neural network us- ing gaussian probability feature for spooﬁng speech detect ion.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Siamese convolutiona l neural network us- ing gaussian probability feature for spooﬁng speech detect ion

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.148483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fac5678e-49d7-49e3-b2dd-dad594153247 · outbound

This paper cites Frequency domain-based detection of generated audio.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Frequency domain-based detection of generated audio

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.145333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ae36c714-c85b-440c-9e99-c810ecc7a0f8 · outbound

This paper cites Quantum vision theory in deep learning for ob ject recognition.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Quantum vision theory in deep learning for ob ject recognition

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.151486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 33d76ef3-baf1-43f5-9d1f-9741f72ae3c2 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection An image is worth 16x16 words: Transformers for image recognition at scale

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.142248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f7585c7e-5385-4b2f-9bd9-56bfc7d7f2fc · outbound

This paper cites Asvspoof 2019: A large-scale public database of synthesized, converted an d replayed speech.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Asvspoof 2019: A large-scale public database of synthesized, converted an d replayed speech

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.165890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0983e762-a4da-403f-9226-489461b79124 · outbound

This paper cites Audio transformer for synthetic speech detection via benford’s law distribution analysis.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Audio transformer for synthetic speech detection via benford’s law distribution analysis

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.168992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 54fb20a8-1e06-4541-a788-e89ea5f861b8 · outbound

This paper cites Audio spe ctrogram transformer for synthetic speech detection via speech formant analysis.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Audio spe ctrogram transformer for synthetic speech detection via speech formant analysis

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.136435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b03e0831-c0a5-41b6-ad60-711ad72bbb67 · outbound

This paper cites Hybrid transformer architectures with diverse audio features for deepfake speech classi- ﬁcation.

Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Hybrid transformer architectures with diverse audio features for deepfake speech classi- ﬁcation

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T09:19:23.172069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.