Paper Citation Record · LEDGER

Neural Vocoders as Speech Enhancers

As of 16 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2501.13465.

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

pith.paper-citation-record.v1
2501.13465 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:59:21.187694Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:26:14.455424Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T13:26:14.665558Z

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy31
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 50155a97-1f65-4130-bc0b-585f06fe892b · outbound

This paper cites Tacotron: Towards End- to-End Speech Synthesis,.

Neural Vocoders as Speech Enhancers Tacotron: Towards End- to-End Speech Synthesis,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.899071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9641153f-a24c-4db8-8a19-488f0a1e1d36 · outbound

This paper cites Naturalspeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers,.

Neural Vocoders as Speech Enhancers Naturalspeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.884553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4cae6b1a-aceb-4419-9e4e-715fd046e7b6 · outbound

This paper cites Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions,.

Neural Vocoders as Speech Enhancers Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.870198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fa2e99e3-c5b0-481b-8d65-5d64ab32c365 · outbound

This paper cites Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model.

Neural Vocoders as Speech Enhancers Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.026366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0e9c67a-7a5f-4146-bd1a-b4486a43fb32 · outbound

This paper cites Audit: Audio editing by following instructions with latent diffusion models,.

Neural Vocoders as Speech Enhancers Audit: Audio editing by following instructions with latent diffusion models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.856694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5dc0b2d6-4012-46a5-bbe2-e65dabe9e93f · outbound

This paper cites V oicefixer: Toward general speech restoration with neural vocoder,.

Neural Vocoders as Speech Enhancers V oicefixer: Toward general speech restoration with neural vocoder,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.842545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8176fbe7-d7d8-4e38-8d29-e512dccc5614 · outbound

This paper cites Mel-FullSubNet: Mel-Spectrogram Enhancement for Improving Both Speech Quality and ASR.

Neural Vocoders as Speech Enhancers Mel-FullSubNet: Mel-Spectrogram Enhancement for Improving Both Speech Quality and ASR

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.041151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18582bdb-2f48-44fc-9078-8e3f6501fe95 · outbound

This paper cites WaveNet: A Generative Model for Raw Audio.

Neural Vocoders as Speech Enhancers WaveNet: A Generative Model for Raw Audio

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.046334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47be0e05-e25d-495e-8805-3b262ae0c533 · outbound

This paper cites SampleRNN: An Unconditional End-to- End Neural Audio Generation Model,.

Neural Vocoders as Speech Enhancers SampleRNN: An Unconditional End-to- End Neural Audio Generation Model,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.828162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2d54026a-825d-4114-aeb5-38b2557aa627 · outbound

This paper cites Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,.

Neural Vocoders as Speech Enhancers Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.811940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c67f2daa-de5d-4609-8852-60ece6565016 · outbound

This paper cites iSTFTNet: Fast and lightweight mel-spectrogram vocoder incorporating inverse short-time Fourier transform,.

Neural Vocoders as Speech Enhancers iSTFTNet: Fast and lightweight mel-spectrogram vocoder incorporating inverse short-time Fourier transform,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.796963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d007f8bd-e0f6-46c2-89e8-d38e634ef73e · outbound

This paper cites APNet: An all-frame-level neural vocoder incor- porating direct prediction of amplitude and phase spectra,.

Neural Vocoders as Speech Enhancers APNet: An all-frame-level neural vocoder incor- porating direct prediction of amplitude and phase spectra,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.783048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 50b1ac9b-8551-451f-a989-21a903c92490 · outbound

This paper cites V ocos: Closing the gap between time-domain and Fourier- based neural vocoders for high-quality audio synthesis,.

Neural Vocoders as Speech Enhancers V ocos: Closing the gap between time-domain and Fourier- based neural vocoders for high-quality audio synthesis,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.770094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4e31c8fd-e0fc-49c8-a39b-345ce45fcac7 · outbound

This paper cites APNet2: High-Quality and High-Efficiency Neural Vocoder with Direct Prediction of Amplitude and Phase Spectra,.

Neural Vocoders as Speech Enhancers APNet2: High-Quality and High-Efficiency Neural Vocoder with Direct Prediction of Amplitude and Phase Spectra,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.755334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ab271f4e-3348-44b9-8e85-9f87715b70ad · outbound

This paper cites FreeV: Free Lunch For Vocoders Through Pseudo Inversed Mel Filter.

Neural Vocoders as Speech Enhancers FreeV: Free Lunch For Vocoders Through Pseudo Inversed Mel Filter

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.076701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ca9a22-90c2-4f04-a719-f60a5940126a · outbound

This paper cites Speech dereverberation using non- negative convolutive transfer function and spectro-temporal modeling,.

Neural Vocoders as Speech Enhancers Speech dereverberation using non- negative convolutive transfer function and spectro-temporal modeling,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.740376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2a1e85ea-65f8-48a0-8792-13d8d8490c32 · outbound

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

Neural Vocoders as Speech Enhancers The voice bank corpus: Design, collection and data analysis of a large regional accent speech database,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.726069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b7795b0f-5b6e-4681-9a5a-078a3b19950f · outbound

This paper cites On training targets for su- pervised speech separation,.

Neural Vocoders as Speech Enhancers On training targets for su- pervised speech separation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.711872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation da323225-110a-42a1-9b80-e7d015544269 · outbound

This paper cites Signal estimation from modified short-time Fourier transform,.

Neural Vocoders as Speech Enhancers Signal estimation from modified short-time Fourier transform,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.697078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e0f6f397-d193-4ab3-8d43-17767c17751e · outbound

This paper cites Libritts: A Corpus Derived from LibriSpeech for Text-to- Speech,.

Neural Vocoders as Speech Enhancers Libritts: A Corpus Derived from LibriSpeech for Text-to- Speech,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.681383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 04cc6a3a-1a3f-40d9-bebc-635a2359253c · outbound

This paper cites ICASSP 2023 deep noise suppression challenge,.

Neural Vocoders as Speech Enhancers ICASSP 2023 deep noise suppression challenge,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.666483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 28154813-8b3c-4a6b-82f4-006e5936a3ea · outbound

This paper cites MUSAN: A Music, Speech, and Noise Corpus.

Neural Vocoders as Speech Enhancers MUSAN: A Music, Speech, and Noise Corpus

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.109056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3a7e9ef-c499-42c1-82e0-d99dcbf247fd · outbound

This paper cites Hd-demucs: General speech restoration with heterogeneous decoders,.

Neural Vocoders as Speech Enhancers Hd-demucs: General speech restoration with heterogeneous decoders,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.650977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dabe3c41-406c-4c34-aa0d-c94eff7bca45 · outbound

This paper cites Conv-TasNet: Surpassing ideal time– frequency magnitude masking for speech separation,.

Neural Vocoders as Speech Enhancers Conv-TasNet: Surpassing ideal time– frequency magnitude masking for speech separation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.635834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5efbd59f-3f4f-411d-8898-3e9f878c89bf · outbound

This paper cites Learning complex spectral mapping with gated convolutional recurrent networks for monaural speech enhancement,.

Neural Vocoders as Speech Enhancers Learning complex spectral mapping with gated convolutional recurrent networks for monaural speech enhancement,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.621936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 64722f43-6755-44ae-9a9b-24be607c4ed2 · outbound

This paper cites Music source separation with band-split RNN,.

Neural Vocoders as Speech Enhancers Music source separation with band-split RNN,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.126814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae23a299-cecb-4849-8023-e9590dcfeb8b · outbound

This paper cites Bandwidth extension for hierarchical speech and audio coding in itu-t rec. g. 729.1,.

Neural Vocoders as Speech Enhancers Bandwidth extension for hierarchical speech and audio coding in itu-t rec. g. 729.1,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.599254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 38d59a38-f141-4ed9-9366-17486fa1286f · outbound

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

Neural Vocoders as Speech Enhancers A short- time objective intelligibility measure for time-frequency weighted noisy speech,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.584723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dda61654-01f6-401f-84ed-1f46ae9204d0 · outbound

This paper cites UTMOS: Utokyo-Sarulab System for V oiceMOS Chal- lenge 2022,.

Neural Vocoders as Speech Enhancers UTMOS: Utokyo-Sarulab System for V oiceMOS Chal- lenge 2022,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.570063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 04ad661b-3be8-4936-815d-4a6e5c5f0baf · outbound

This paper cites PHASEN: A phase-and- harmonics-aware speech enhancement network,.

Neural Vocoders as Speech Enhancers PHASEN: A phase-and- harmonics-aware speech enhancement network,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.555189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 223100d5-9e10-4b34-acf4-ab9f49af78f0 · outbound

This paper cites TF-GridNet: Making time-frequency domain models great again for monaural speaker separation,.

Neural Vocoders as Speech Enhancers TF-GridNet: Making time-frequency domain models great again for monaural speaker separation,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.541346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3886dc37-d724-41ed-a8b7-6c3e035d9902 · outbound

This paper cites Taylor, can you hear me now? a taylor-unfolding framework for monaural speech enhancement,.

Neural Vocoders as Speech Enhancers Taylor, can you hear me now? a taylor-unfolding framework for monaural speech enhancement,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.526462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a1a5da00-86ab-4e3b-8249-c9cd0daae650 · outbound

This paper cites Two heads are better than one: A two-stage complex spectral mapping approach for monaural speech enhancement,.

Neural Vocoders as Speech Enhancers Two heads are better than one: A two-stage complex spectral mapping approach for monaural speech enhancement,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.509917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7b5b4f4d-28c2-4bb9-83f5-517d5e76446e · outbound

This paper cites Sixty years of frequency-domain monaural speech enhance- ment: From traditional to deep learning methods,.

Neural Vocoders as Speech Enhancers Sixty years of frequency-domain monaural speech enhance- ment: From traditional to deep learning methods,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.493373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 03b58b7f-5e4d-4285-8e85-e209b3bc2802 · outbound

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

Neural Vocoders as Speech Enhancers DNSMOS P. 835: A non- intrusive perceptual objective speech quality metric to evaluate noise suppressors,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.477456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6507eafe-f2bd-418e-8376-9bfd2375fbee · outbound

This paper cites ViSQOL v3: An open source production ready objective speech and audio metric,.

Neural Vocoders as Speech Enhancers ViSQOL v3: An open source production ready objective speech and audio metric,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.460993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f6c9f0b6-5b8a-4c42-add6-756df69dee41 · outbound

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

Neural Vocoders as Speech Enhancers WaveFake: A Data Set to Facilitate Audio Deepfake Detection

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.174133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94edbe0a-9ce7-4ed5-9e8d-949e3b47bc87 · outbound

This paper cites ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection.

Neural Vocoders as Speech Enhancers ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.178977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3636e44f-b18c-4f6f-a8b3-dcedea3161c7 · outbound

This paper cites Singfake: Singing voice deepfake detection,.

Neural Vocoders as Speech Enhancers Singfake: Singing voice deepfake detection,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:59:21.446096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 85fe2d22-0e3d-4e95-990a-34ee7b0a1f38 · outbound

This paper cites CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection.

Neural Vocoders as Speech Enhancers CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T15:59:21.187694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation be508643-0f5c-4216-9195-6bd4526e9ed7 · inbound

Learning Neural Vocoder from Range-Null Space Decomposition cites this paper.

Learning Neural Vocoder from Range-Null Space Decomposition Neural Vocoders as Speech Enhancers

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:26:14.670112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.