Paper Citation Record · LEDGER

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement

As of 14 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2508.14709.

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

pith.paper-citation-record.v1
2508.14709 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:25:12.346076Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:17:53.249335Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy30
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 220e1ebb-1b3d-461e-ab41-a1d280a09f60 · outbound

This paper cites an unresolved cited work.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:08.955002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 692839f2-3340-41e2-a5a0-0f34e3f91881 · outbound

This paper cites A simple rnn model for lightweight, low-compute and low-latency multichannel speech enhancement in the time domain,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement A simple rnn model for lightweight, low-compute and low-latency multichannel speech enhancement in the time domain,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.830846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7bada5ff-8f61-4b8a-9845-61f56c0d22f8 · outbound

This paper cites Decoupled spatial and temporal processing for resource efficient multichannel speech enhancement,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Decoupled spatial and temporal processing for resource efficient multichannel speech enhancement,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.822494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b6c0fc3e-21ff-4240-a03f-e2a48fb64d7d · outbound

This paper cites Ultra low-compute complex spectral masking for multichannel speech enhancement,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Ultra low-compute complex spectral masking for multichannel speech enhancement,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.814388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d82a25a0-1d8a-4082-831a-a62e51c1a3e7 · outbound

This paper cites Dynamic gated recurrent neural network for compute-efficient speech enhancement,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Dynamic gated recurrent neural network for compute-efficient speech enhancement,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.805463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b4ee406a-978c-4698-8ad8-36e04ddce780 · outbound

This paper cites Modulating state space model with slowfast framework for compute- efficient ultra low-latency speech enhancement,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Modulating state space model with slowfast framework for compute- efficient ultra low-latency speech enhancement,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.796440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 591fdd4f-dd88-4556-99f3-52e8845fd4de · outbound

This paper cites Low-latency speech enhancement via speech token generation,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Low-latency speech enhancement via speech token generation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.786457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7fd6fdaf-4d83-4946-b094-e63aa2792683 · outbound

This paper cites Genhancer: High-fidelity speech enhancement via generative modeling on discrete codec tokens,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Genhancer: High-fidelity speech enhancement via generative modeling on discrete codec tokens,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.777410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f35c574b-6c2e-4879-876c-e086c61d5dad · outbound

This paper cites Ditse: High- fidelity generative speech enhancement via latent diffusion transform- ers,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Ditse: High- fidelity generative speech enhancement via latent diffusion transform- ers,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:09.557185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbbca05c-94d9-431c-9238-11d0857fa785 · outbound

This paper cites Universal score-based speech enhancement with high content preservation,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Universal score-based speech enhancement with high content preservation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.769327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a2332677-c012-4838-a485-e2845b370355 · outbound

This paper cites Flowse: Flow matching- based speech enhancement,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Flowse: Flow matching- based speech enhancement,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.761068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 254b8276-ee31-4260-889d-d3caf25c62cc · outbound

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

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.752613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 76898e15-17f4-4a86-9489-9c3199d3e50b · outbound

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

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement V ocos: Closing the gap between time-domain and fourier-based neural vocoders for high-quality audio synthesis,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:09.915573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c6a809a-0085-403b-abc0-4a993dc0a550 · outbound

This paper cites Spectrum-aware neural vocoder based on self-supervised learning for speech enhancement,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Spectrum-aware neural vocoder based on self-supervised learning for speech enhancement,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.739548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 43718d2c-25bb-4f40-b199-44252fb58956 · outbound

This paper cites Ddsp: Differentiable digital signal processing,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Ddsp: Differentiable digital signal processing,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.731969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6129ca7d-93c4-4d21-b2bc-e5372e2547f0 · outbound

This paper cites O’shaughnessy, Speech communications: Human and machine (IEEE).

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement O’shaughnessy, Speech communications: Human and machine (IEEE)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.723075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dbfb4dec-014b-4281-b94e-15abc254b305 · outbound

This paper cites Speech enhancement—a review of modern meth- ods,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Speech enhancement—a review of modern meth- ods,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.712589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2ab6594e-198f-4db5-a75d-bc07317a709e · outbound

This paper cites Ultra-lightweight neural differential dsp vocoder for high quality speech synthesis,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Ultra-lightweight neural differential dsp vocoder for high quality speech synthesis,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.695720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c3be0a32-9a82-4d98-beb1-979d03182b20 · outbound

This paper cites Neural homomorphic vocoder,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Neural homomorphic vocoder,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:16.351242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 08f1463c-d645-4819-868a-d15400fd8135 · outbound

This paper cites Efficient speech enhancement with neural homomorphic synthesis,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Efficient speech enhancement with neural homomorphic synthesis,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:15.998083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6eea31eb-17af-4339-812a-86ff8fcf2f96 · outbound

This paper cites Speech enhancement with neural homomorphic synthesis,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Speech enhancement with neural homomorphic synthesis,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:15.665637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9baf43df-69db-482d-bc7d-00df3c0e05ee · outbound

This paper cites Speech enhancement with integration of neural homomorphic synthesis and spectral masking,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Speech enhancement with integration of neural homomorphic synthesis and spectral masking,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:15.314406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e10a69f1-c4d5-479f-a092-5849c11b0e6e · outbound

This paper cites Fant, Acoustic theory of speech production: with calculations based on X-ray studies of Russian articulations.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Fant, Acoustic theory of speech production: with calculations based on X-ray studies of Russian articulations

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:15.063155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 402428ce-39aa-40d1-9a9f-45d4ef7f77c4 · outbound

This paper cites High- fidelity audio compression with improved rvqgan,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement High- fidelity audio compression with improved rvqgan,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:14.832472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ceb41c0f-0b57-4f42-bd04-b6b83670d23e · outbound

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

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Neural networks fail to learn periodic functions and how to fix it,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:14.520065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ca067129-3ce9-4cc5-9a1a-1b3bc4409646 · outbound

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

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement BigV- GAN: A universal neural vocoder with large-scale training,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:14.151529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b7a67150-b2a7-43d0-aed9-9eaacf8d8e0f · outbound

This paper cites Attention is all you need in speech separation,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Attention is all you need in speech separation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:13.814795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation def0d34d-93c6-4f09-ba46-f785a36c11f9 · outbound

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

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Parallel wavegan: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogram,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:13.623575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 870ba86a-581c-457c-aba8-80d000a57d30 · outbound

This paper cites Real time speech enhancement in the waveform domain,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Real time speech enhancement in the waveform domain,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:13.367496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c25cd71e-087b-4617-8e1d-e1121d1f9c36 · outbound

This paper cites The interspeech 2020 deep noise suppression challenge: Datasets, subjective testing framework, and challenge results,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement The interspeech 2020 deep noise suppression challenge: Datasets, subjective testing framework, and challenge results,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:11.398928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edb77207-1b85-4320-be92-3bbf571681df · outbound

This paper cites Gated residual networks with dilated convolutions for monaural speech enhancement,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Gated residual networks with dilated convolutions for monaural speech enhancement,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:13.217962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 79753bd9-1136-4fca-9b31-5348289e5dac · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Adam: A Method for Stochastic Optimization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:11.669484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f038d786-3ae7-4acd-8ada-086875457ccc · outbound

This paper cites V ocbench: A neural vocoder benchmark for speech synthesis,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement V ocbench: A neural vocoder benchmark for speech synthesis,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:13.051517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eeef14d1-1deb-4c72-a30c-f9adddc99347 · outbound

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

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Per- ceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:11.866727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a373564-fba7-41da-b300-0d91d4f90adf · outbound

This paper cites An algorithm for intelligibility prediction of time–frequency weighted noisy speech,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement An algorithm for intelligibility prediction of time–frequency weighted noisy speech,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:11.970861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7f2544-1d85-4d35-9757-034ee5204310 · outbound

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

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Dnsmos: A non-intrusive perceptual objective speech quality metric to evaluate noise suppressors,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:12.846102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e09c9550-ba1d-4524-adff-b70a36b600fe · outbound

This paper cites Optimizing voice conversion network with cycle consistency loss of speaker identity,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Optimizing voice conversion network with cycle consistency loss of speaker identity,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:25:12.651811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d96689aa-6dfe-41eb-8773-d2ed9569c3ec · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement Image quality assessment: from error visibility to structural similarity,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T18:25:12.346076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d61485fe-a741-4efd-8b25-2051f4c0ba40 · inbound

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing cites this paper.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.249335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.