Paper Citation Record · LEDGER

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement

As of 13 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 1 inbound Pith citation observation for arXiv:2606.18611.

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

pith.paper-citation-record.v1
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Coverage vector

measured 61 of 61 reference resolution

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measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T01:59:26.161550Z

Reference resolution

61 of 61 outbound references displayed

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External citation measurements

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Outbound references

Observation 7ba02ef4-0e45-4918-befc-7d8f8d003baf · outbound

This paper cites QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement

Reference 1

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Observation ff95db0f-43b3-4e82-9946-559d5cc26093 · outbound

This paper cites an unresolved cited work.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Unresolved cited work

Reference 2

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Observation 0cc9ae51-b49e-47fd-8064-c93ee4055ac9 · outbound

This paper cites Sec- tion 3.1 introduces the fundamentals of quaternion algebra, and Section 3.2 defines the quaternion neural network layers used as building blocks.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Sec- tion 3.1 introduces the fundamentals of quaternion algebra, and Section 3.2 defines the quaternion neural network layers used as building blocks

Reference 3

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Observation 1bca7f39-fc17-40f2-8b75-b9dad3f8258b · outbound

This paper cites Dataset 4.1.1.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Dataset 4.1.1

Reference 4

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Observation 4a304406-3aad-44c8-b611-09fd4de62cb7 · outbound

This paper cites To isolate the contribution of quaternion algebra, we constructed a real-valued counterpart, Real-NN, by replacing all quaternion layers with standard real-valued layers.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement To isolate the contribution of quaternion algebra, we constructed a real-valued counterpart, Real-NN, by replacing all quaternion layers with standard real-valued layers

Reference 5

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Observation ec60a8a6-05ab-4946-bbf7-b570f1e4ddac · outbound

This paper cites The comparison uses QC-GAN (Tiny) and Real- NN from the ablation study.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement The comparison uses QC-GAN (Tiny) and Real- NN from the ablation study

Reference 6

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QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Unresolved cited work

Reference 7

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QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Unresolved cited work

Reference 8

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Observation d89ce05b-e193-4701-b3e0-6980d03c6db3 · outbound

This paper cites The authors reviewed and edited the outputs and take full responsibility for the final content of this paper.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement The authors reviewed and edited the outputs and take full responsibility for the final content of this paper

Reference 9

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Observation 2a467884-76d7-4759-ba0a-54087ec3aa0c · outbound

This paper cites Attention is all you need,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Attention is all you need,

Reference 10

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Observation 60b655f9-3037-4320-ae35-78dfaab7b2b1 · outbound

This paper cites Conformer: Convolution- augmented transformer for speech recognition,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Conformer: Convolution- augmented transformer for speech recognition,

Reference 11

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Observation 69b6c33a-7cd0-4298-9b82-c93cd577d1ba · outbound

This paper cites An investigation of incorporating mamba for speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement An investigation of incorporating mamba for speech enhancement,

Reference 12

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Observation 14a79b93-f9df-4ea0-b393-21eb5c6153ef · outbound

This paper cites CMGAN: Conformer-based Metric GAN for Speech Enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement CMGAN: Conformer-based Metric GAN for Speech Enhancement,

Reference 13

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Observation 633267e5-b210-4569-aea0-f7f3d67dec98 · outbound

This paper cites Mp-senet: A speech enhancement model with parallel denoising of magnitude and phase spectra,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Mp-senet: A speech enhancement model with parallel denoising of magnitude and phase spectra,

Reference 14

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Observation fe2a92a1-e6e0-453d-9dc9-8ce4d1a679b5 · outbound

This paper cites Towards model compression for deep learn- ing based speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Towards model compression for deep learn- ing based speech enhancement,

Reference 15

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Observation 77253288-b138-4440-b6f6-a441ab07bb2e · outbound

This paper cites Lsenet: A lightweight spec- tral enhancement network for high-quality speech processing on resource-constrained platforms,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Lsenet: A lightweight spec- tral enhancement network for high-quality speech processing on resource-constrained platforms,

Reference 16

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Observation f613eb8b-bf50-47aa-ac24-715258dac520 · outbound

This paper cites Deepfilternet: A low complexity speech enhancement framework for full-band audio based on deep filtering,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Deepfilternet: A low complexity speech enhancement framework for full-band audio based on deep filtering,

Reference 17

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Observation 5a1fb71b-92ff-48ce-be84-b111a7b8b0b2 · outbound

This paper cites DeepFilterNet: Perceptually motivated real-time speech enhance- ment,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement DeepFilterNet: Perceptually motivated real-time speech enhance- ment,

Reference 18

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Observation 74efb5d8-8cf8-4bd0-9bcb-d33519497a21 · outbound

This paper cites Deep- filternet2: Towards real-time speech enhancement on embedded devices for full-band audio,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Deep- filternet2: Towards real-time speech enhancement on embedded devices for full-band audio,

Reference 19

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Observation d4966c7c-2672-478e-99e4-6fde1fcdf4c0 · outbound

This paper cites The importance of phase in speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement The importance of phase in speech enhancement,

Reference 20

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Observation dde6aa96-af7b-4998-91d3-82008727e25a · outbound

This paper cites Percep- tual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Percep- tual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 21

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Observation ea770763-8247-45df-ae21-da97202fc33e · outbound

This paper cites On quaternions, or on a new system of imaginar- ies in algebra,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement On quaternions, or on a new system of imaginar- ies in algebra,

Reference 22

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Observation 66ce2c0c-4045-4a67-b9a9-2ad08d918e1d · outbound

This paper cites A quaternary version of the back-propagation algorithm,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement A quaternary version of the back-propagation algorithm,

Reference 23

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This paper cites Quaternion convolutional neural networks,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Quaternion convolutional neural networks,

Reference 24

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This paper cites Quaternion approximate networks for enhanced image classification and oriented object detection,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Quaternion approximate networks for enhanced image classification and oriented object detection,

Reference 25

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This paper cites Transformers at a fraction,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Transformers at a fraction,

Reference 26

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This paper cites Learning characteristics of reverse quaternion neural network,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Learning characteristics of reverse quaternion neural network,

Reference 27

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This paper cites Quaternion convolutional neural networks for end-to-end automatic speech recognition,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Quaternion convolutional neural networks for end-to-end automatic speech recognition,

Reference 28

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QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Quaternion recurrent neural networks,

Reference 29

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This paper cites Available: https://openreview.net/forum?id= ByMHvs0cFQ.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Available: https://openreview.net/forum?id= ByMHvs0cFQ

Reference 30

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This paper cites A fully convolutional neural network for speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement A fully convolutional neural network for speech enhancement,

Reference 31

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Observation aafb7644-8359-4c97-a641-54d9f0dd554a · outbound

This paper cites Speech enhancement with lstm recurrent neural networks and its application to noise-robust asr,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Speech enhancement with lstm recurrent neural networks and its application to noise-robust asr,

Reference 32

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This paper cites Lisennet: Lightweight sub-band and dual-path modeling for real-time speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Lisennet: Lightweight sub-band and dual-path modeling for real-time speech enhancement,

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This paper cites Quaternion neural networks for multi-channel distant speech recog- nition,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Quaternion neural networks for multi-channel distant speech recog- nition,

Reference 34

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This paper cites Quaternion neural networks for 3d sound source localization in reverberant environments,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Quaternion neural networks for 3d sound source localization in reverberant environments,

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This paper cites A short- time objective intelligibility measure for time-frequency weighted noisy speech,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement A short- time objective intelligibility measure for time-frequency weighted noisy speech,

Reference 36

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This paper cites MetricGAN: Gen- erative adversarial networks based black-box metric scores op- timization for speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement MetricGAN: Gen- erative adversarial networks based black-box metric scores op- timization for speech enhancement,

Reference 37

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This paper cites MetricGAN+: An improved version of MetricGAN for speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement MetricGAN+: An improved version of MetricGAN for speech enhancement,

Reference 38

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QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Deep quaternion networks,

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Observation e8394d66-3c5b-40e4-8cbb-42816208f5be · outbound

This paper cites Lightweight and efficient neural natural language processing with quaternion networks,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Lightweight and efficient neural natural language processing with quaternion networks,

Reference 40

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This paper cites Densely connected neural network with dilated convolutions for real-time speech enhancement in the time domain,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Densely connected neural network with dilated convolutions for real-time speech enhancement in the time domain,

Reference 41

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This paper cites Wavenet: A generative model for raw audio,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Wavenet: A generative model for raw audio,

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This paper cites Quater- nion convolutional neural network for color image classification and forensics,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Quater- nion convolutional neural network for color image classification and forensics,

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This paper cites Delving deep into recti- fiers: Surpassing human-level performance on imagenet classifica- tion,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Delving deep into recti- fiers: Surpassing human-level performance on imagenet classifica- tion,

Reference 44

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Observation a80955ef-9d48-4f07-adea-b82965e35458 · outbound

This paper cites A deep learning loss function based on the perceptual evaluation of the speech quality,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement A deep learning loss function based on the perceptual evaluation of the speech quality,

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Observation bef9f5f3-a397-4685-b865-646185e79a74 · outbound

This paper cites Investigating rnn-based speech enhancement methods for noise- robust text-to-speech,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Investigating rnn-based speech enhancement methods for noise- robust text-to-speech,

Reference 46

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Observation da7f5996-3f8d-45fd-ac3f-18db0ae92446 · outbound

This paper cites The voice bank corpus: Design, collection and data analysis of a large regional accent speech database,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement The voice bank corpus: Design, collection and data analysis of a large regional accent speech database,

Reference 47

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This paper cites The diverse environments multi-channel acoustic noise database (DEMAND): A database of multichannel environmental noise recordings,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement The diverse environments multi-channel acoustic noise database (DEMAND): A database of multichannel environmental noise recordings,

Reference 48

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This paper cites IN- TERSPEECH 2021 deep noise suppression challenge,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement IN- TERSPEECH 2021 deep noise suppression challenge,

Reference 49

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This paper cites Decoupled weight decay regularization,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Decoupled weight decay regularization,

Reference 50

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Observation ccff2785-b13a-4645-b714-c51ae7a5e71b · outbound

This paper cites Evaluation of objective quality measures for speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Evaluation of objective quality measures for speech enhancement,

Reference 51

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This paper cites Dnsmos p.835: A non- intrusive perceptual objective speech quality metric to evaluate noise suppressors,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Dnsmos p.835: A non- intrusive perceptual objective speech quality metric to evaluate noise suppressors,

Reference 52

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Observation 5723470a-0b17-4974-bc0c-3659fe5479f7 · outbound

This paper cites Dnsmos: A non-intrusive perceptual objective speech qual- ity metric to evaluate noise suppressors,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Dnsmos: A non-intrusive perceptual objective speech qual- ity metric to evaluate noise suppressors,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-26T20:06:00.760471Z

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Observation dae504de-3398-450d-b8fe-2b9261901ba8 · outbound

This paper cites SEGAN: Speech enhance- ment generative adversarial network,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement SEGAN: Speech enhance- ment generative adversarial network,

Reference 54

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Observation 043436b6-e71d-4f5a-b99a-4e962f574328 · outbound

This paper cites Dpt-fsnet: Dual-path transformer based full-band and sub-band fusion network for speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Dpt-fsnet: Dual-path transformer based full-band and sub-band fusion network for speech enhancement,

Reference 55

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Observation 2b9e54b0-35f6-4802-9341-f83615ba75b7 · outbound

This paper cites A hybrid DSP/deep learning approach to real-time full-band speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement A hybrid DSP/deep learning approach to real-time full-band speech enhancement,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T20:06:00.760471Z

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Observation 9ea6bdce-aba9-44db-a65f-1a5b0e5bb658 · outbound

This paper cites First coarse, fine afterward: A lightweight two-stage complex approach for monaural speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement First coarse, fine afterward: A lightweight two-stage complex approach for monaural speech enhancement,

Reference 57

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Observation 4a05c03b-940a-4993-970e-b6fcac90159f · outbound

This paper cites FSPEN: An ultra-lightweight network for real time speech en- hancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement FSPEN: An ultra-lightweight network for real time speech en- hancement,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-26T20:06:00.760471Z

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Observation 275b30f1-be3f-4f0e-846c-b039313be835 · outbound

This paper cites Data augmentation and loss normalization for deep noise suppression.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Data augmentation and loss normalization for deep noise suppression

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-07-04T01:59:26.159534Z

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Observation b6dcbbe0-c6fc-422a-be12-a3c0b7ba96fb · outbound

This paper cites Dccrn: Deep complex convolution recurrent network for phase-aware speech enhancement,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Dccrn: Deep complex convolution recurrent network for phase-aware speech enhancement,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-26T20:06:00.760471Z

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Observation 1b258bc3-da05-476e-8ae5-a0cfafb62140 · outbound

This paper cites Neural speech phase prediction based on parallel estimation architecture and anti-wrapping losses,.

QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement Neural speech phase prediction based on parallel estimation architecture and anti-wrapping losses,

Reference 61

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Pith citing papers

Observation 7ba02ef4-0e45-4918-befc-7d8f8d003baf · inbound