Paper Citation Record · LEDGER

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder?

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2508.07711.

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

pith.paper-citation-record.v1
2508.07711 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:58:50.975699Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

33 of 33 outbound references displayed

verified exact0
verified fuzzy27
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6c859b90-d1ac-4e8d-88ce-ab09c041f1f1 · outbound

This paper cites Natural TTS synthesis by conditioning wavenet on mel spectrogram predictions,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Natural TTS synthesis by conditioning wavenet on mel spectrogram predictions,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:58.124195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dfa96865-0b41-47db-afda-0b16f687e426 · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T21:58:46.879398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e7d108b-fbd7-45c6-a0b0-a09d57dbe5f0 · outbound

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

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? MP-SENet: A speech enhancement model with parallel denoising of magnitude and phase spectra,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T21:58:46.982214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2db30915-421d-4ecc-860f-5db20f53230c · outbound

This paper cites AudioSR: Versatile audio super-resolution at scale,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? AudioSR: Versatile audio super-resolution at scale,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T21:58:47.076228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4a7dc4a-09a1-475f-9e42-fb8e13ad4de7 · outbound

This paper cites Towards high-quality and efficient speech bandwidth extension with parallel amplitude and phase prediction,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Towards high-quality and efficient speech bandwidth extension with parallel amplitude and phase prediction,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:57.847695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 33c1a620-8ab2-404d-b00e-c8e949a92a2d · outbound

This paper cites Spectral Codecs: Improving Non-Autoregressive Speech Synthesis with Spectrogram-Based Audio Codecs.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Spectral Codecs: Improving Non-Autoregressive Speech Synthesis with Spectrogram-Based Audio Codecs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T21:58:47.274633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5441a9d9-da6f-4eb0-a2cb-cfe0b602ed5f · outbound

This paper cites A bitrate-scalable variational recurrent mel-spectrogram coder for real-time resynthesis-based speech coding,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? A bitrate-scalable variational recurrent mel-spectrogram coder for real-time resynthesis-based speech coding,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:57.591430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f42669cb-bf37-4286-b90e-1ccde5739f80 · outbound

This paper cites Speaker-dependent WaveNet vocoder.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Speaker-dependent WaveNet vocoder

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:57.317288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3c1c86a8-5998-419b-898b-81f96cee2141 · outbound

This paper cites SampleRNN-based neural vocoder for statistical parametric speech synthesis,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? SampleRNN-based neural vocoder for statistical parametric speech synthesis,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:57.062141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1a7c2d6a-50dc-4114-8f94-46fc84d81c2a · outbound

This paper cites A neural vocoder with hierarchical generation of amplitude and phase spectra for statistical parametric speech synthesis,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? A neural vocoder with hierarchical generation of amplitude and phase spectra for statistical parametric speech synthesis,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:56.757880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c06cbfdf-3879-4da8-bcf4-bc07036232b7 · outbound

This paper cites WaveGlow: A flow-based generative network for speech synthesis,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? WaveGlow: A flow-based generative network for speech synthesis,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:56.534952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bdbe497a-305f-4c6d-b1ac-76f8b8651731 · outbound

This paper cites WaveFlow: A compact flow- based model for raw audio,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? WaveFlow: A compact flow- based model for raw audio,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:56.343470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7b5a78d5-8e5f-4864-9cca-8a72ef46549e · outbound

This paper cites MelGAN: Generative adversarial networks for conditional waveform synthesis,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? MelGAN: Generative adversarial networks for conditional waveform synthesis,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:56.134580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 254e1a0d-9d38-4bce-b1ea-764644abeff4 · outbound

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

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? HiFi-GAN: Generative adversarial networks for efficient and high fidelity speech synthesis,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:55.920649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e8f3c741-69fb-41d1-abd6-73f169422a50 · outbound

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

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? APNet: An all-frame-level neural vocoder incor- porating direct prediction of amplitude and phase spectra,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:55.680449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 94c36a69-1ea9-4611-a696-2e278550d523 · outbound

This paper cites BigVGAN: A universal neural vocoder with large-scale training,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? BigVGAN: A universal neural vocoder with large-scale training,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:55.399417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 115a6e55-e11a-43e7-b292-8f02af07eeab · outbound

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

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? iSTFTNet: Fast and lightweight mel-spectrogram vocoder incorporating inverse short-time Fourier transform,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:55.077091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 38c7f07d-8d42-41fe-beb0-6676aa8258ef · outbound

This paper cites Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogram,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogram,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:54.814850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 28687172-ca52-44e9-887c-a76e5d49c206 · outbound

This paper cites Fregrad: Lightweight and fast frequency-aware diffusion vocoder,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Fregrad: Lightweight and fast frequency-aware diffusion vocoder,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:54.542648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b8f34bdf-ef2d-4b52-9b49-6d0701806c76 · outbound

This paper cites Direct modelling of magnitude and phase spectra for statistical parametric speech synthesis.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Direct modelling of magnitude and phase spectra for statistical parametric speech synthesis

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:54.277199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ab62aa9a-d5ab-447a-a9a7-5280d9b793bf · outbound

This paper cites Speech acoustic modelling from raw phase spectrum,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Speech acoustic modelling from raw phase spectrum,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:53.987870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e2ca6bc-1f05-48e5-915b-90b616e60e60 · outbound

This paper cites APNet2: High-quality and high-efficiency neural vocoder with direct prediction of amplitude and phase spectra,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? APNet2: High-quality and high-efficiency neural vocoder with direct prediction of amplitude and phase spectra,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:53.772031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5c0d74ba-2e37-4f84-877e-94b112fbab59 · outbound

This paper cites FreeV: Free lunch for vocoders through pseudo inversed mel filter,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? FreeV: Free lunch for vocoders through pseudo inversed mel filter,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:53.493921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0293fb8e-edd9-4b2b-9de5-e91bcf71ba63 · outbound

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

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Neural speech phase prediction based on parallel estimation architecture and anti-wrapping losses,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:53.259170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 632a1649-b4d6-4cc1-b186-05fc36d2c336 · outbound

This paper cites ConvNeXt v2: Co-designing and scaling convnets with masked autoencoders,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? ConvNeXt v2: Co-designing and scaling convnets with masked autoencoders,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:52.945637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 48a34773-d97d-4d6e-8d3a-4bcedd3889a5 · outbound

This paper cites MDCTCodec: A lightweight MDCT-based neural audio codec towards high sampling rate and low bitrate scenarios,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? MDCTCodec: A lightweight MDCT-based neural audio codec towards high sampling rate and low bitrate scenarios,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:52.641348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e8942547-c246-4bea-aae6-1136e5146983 · outbound

This paper cites Bivocoder: A bidirectional neural vocoder integrating feature extraction and waveform generation,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Bivocoder: A bidirectional neural vocoder integrating feature extraction and waveform generation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:52.386895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2b208833-e7a9-4285-a7a7-0d981bf94520 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Gaussian Error Linear Units (GELUs)

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T21:58:50.228558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0f2d758-53b3-4562-9572-65ee880f1d8e · outbound

This paper cites Neural networks fail to learn periodic functions and how to fix it,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Neural networks fail to learn periodic functions and how to fix it,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T21:58:50.352825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1057ac96-69d2-4b78-8ac8-0c41f81b4d00 · outbound

This paper cites Superseded-CSTR VCTK corpus: English multi-speaker corpus for cstr voice cloning toolkit,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Superseded-CSTR VCTK corpus: English multi-speaker corpus for cstr voice cloning toolkit,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:52.084052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1c07c425-2055-487d-9c9b-d4c5f4edf8eb · outbound

This paper cites Adam: A method for stochastic optimization,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? Adam: A method for stochastic optimization,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:51.815178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 36f32ae5-7a60-4379-abe0-51e776101ebd · outbound

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

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? V ocos: Closing the gap between time-domain and fourier- based neural vocoders for high-quality audio synthesis,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:51.543909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3ff8ec59-cb1f-41ac-9a0f-fd7692d0d78d · outbound

This paper cites UTMOS: Utokyo-sarulab system for voiceMOS Chal- lenge 2022,.

Is GAN Necessary for Mel-Spectrogram-based Neural Vocoder? UTMOS: Utokyo-sarulab system for voiceMOS Chal- lenge 2022,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:58:51.282181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.