Paper Citation Record · LEDGER

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration

As of 14 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 5 inbound Pith citation observations for arXiv:2501.00794.

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

pith.paper-citation-record.v1
2501.00794 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:45:54.597172Z

measured 32 of 32 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:45:54.504918Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:29:14.995094Z

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy18
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 132f3314-2abc-4031-90c7-d1eb4bcc6401 · outbound

This paper cites Degradations such as background noise, reverberation, compression ar- tifacts, and bandwidth limitations can significantly impair intelligibility and listener experience.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Degradations such as background noise, reverberation, compression ar- tifacts, and bandwidth limitations can significantly impair intelligibility and listener experience

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.895090Z

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 2dff301f-16e3-414b-acd0-1a2524e26334 · outbound

This paper cites VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:45:54.504918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10d85d17-540b-47e7-9ba0-3bed88c5d9c7 · outbound

This paper cites Our framework is designed to handle both short and long-form recordings within a single model.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Our framework is designed to handle both short and long-form recordings within a single model

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.884511Z

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 b1741507-f64f-49b3-b23c-25306870bc21 · outbound

This paper cites Each test case includes mel-spectrogram visualizations, tran- scribed text, and Word Error Rate (WER) metrics obtained using the Whisper v3 Large model [9], when applicable.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Each test case includes mel-spectrogram visualizations, tran- scribed text, and Word Error Rate (WER) metrics obtained using the Whisper v3 Large model [9], when applicable

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.873409Z

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 8ccbc787-b823-494e-a1d7-457d9a81ff73 · outbound

This paper cites A comparison against CMGAN.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration A comparison against CMGAN

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.862557Z

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 1de2edb7-0f65-4d49-b2c6-e360869e5521 · outbound

This paper cites Attention is all you need,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Attention is all you need,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.717016Z

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 b6384508-d549-468a-ac58-67f27b1c8a85 · outbound

This paper cites an unresolved cited work.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:45:54.840512Z

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 9d063e98-458c-4b07-b2ab-c03125abeabd · outbound

This paper cites Time- cut.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Time- cut

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.830008Z

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 3444497d-6055-45be-9f91-8195c092bb41 · outbound

This paper cites Our model handles a wide range of degradations and recording lengths within a single framework, demonstrating effective- ness on both short and long-form audio.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Our model handles a wide range of degradations and recording lengths within a single framework, demonstrating effective- ness on both short and long-form audio

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.819490Z

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 1edc8169-7087-48f1-9d9a-fe3c6e8f6cba · outbound

This paper cites an unresolved cited work.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:45:54.809178Z

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 7075466b-2d9c-442c-be46-96e5ba60b429 · outbound

This paper cites an unresolved cited work.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:45:54.850624Z

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 eb2d92ff-989e-462b-9c23-6e28df01e4c0 · outbound

This paper cites an unresolved cited work.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:45:54.798395Z

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 e552a422-31d7-42d7-a464-06b4b91b3239 · outbound

This paper cites an unresolved cited work.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:45:54.787964Z

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 a356f731-ecc7-478e-8254-2bc487d6c1d6 · outbound

This paper cites Overall, V oiceRestore represents a significant advance- ment in speech recording quality restoration.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Overall, V oiceRestore represents a significant advance- ment in speech recording quality restoration

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.777516Z

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 84f82f02-c055-42ed-85a2-a2609e5f0082 · outbound

This paper cites Flow matching for generative modeling,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Flow matching for generative modeling,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:45:54.550191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54b7b296-0e62-435b-81c5-b9ff909d4380 · outbound

This paper cites SEGAN: Speech en- hancement generative adversarial network,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration SEGAN: Speech en- hancement generative adversarial network,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.760333Z

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 68ba317a-6e36-414f-a5d4-acc657eaf8fa · outbound

This paper cites DCCRN: Deep complex convo- lution recurrent network for phase-aware speech enhance- ment,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration DCCRN: Deep complex convo- lution recurrent network for phase-aware speech enhance- ment,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.749867Z

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 cde8e2b1-c595-4093-9f22-80e6159739f2 · outbound

This paper cites Speech enhancement and dereverberation with diffusion-based generative models,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Speech enhancement and dereverberation with diffusion-based generative models,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.738189Z

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 84a50b28-5120-4dc7-8679-3885bc77d22f · outbound

This paper cites E2 TTS: Embarrassingly easy fully non- autoregressive zero-shot TTS,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration E2 TTS: Embarrassingly easy fully non- autoregressive zero-shot TTS,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.727891Z

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 ac7592a4-735d-4ba8-b713-07f55f581f4b · outbound

This paper cites EXPRESSO: A benchmark and analysis of discrete expressive speech resyn- thesis,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration EXPRESSO: A benchmark and analysis of discrete expressive speech resyn- thesis,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.706237Z

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 73c3d1f7-5806-494f-b521-8a40bf985f03 · outbound

This paper cites The road less scheduled,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration The road less scheduled,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.695987Z

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 70d74e18-29e0-4f77-bee3-6ec9c935f294 · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Robust speech recognition via large-scale weak supervision,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:45:54.579914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ef12317-5b29-4d08-8ab4-5efdf38f8824 · outbound

This paper cites Noisy speech database for training speech enhancement algorithms and tts models,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Noisy speech database for training speech enhancement algorithms and tts models,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T22:45:54.583443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a9dd30-6bd0-4412-8967-f0f51ca60489 · outbound

This paper cites CMGAN: Conformer- based metric-GAN for monaural speech enhancement,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration CMGAN: Conformer- based metric-GAN for monaural speech enhancement,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.673601Z

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 15abcc5e-a627-4c13-8183-51a35163ae74 · outbound

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

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Metricgan+: An improved version of metricgan for speech enhancement,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.663248Z

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 4f4df95d-3c57-4b41-9f6b-8d1e0ef26ebd · outbound

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

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration Mp-senet: A speech en- hancement model with parallel denoising of magnitude and phase spectra,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.652594Z

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 8e2a34f5-4100-46d9-b012-558de571e563 · outbound

This paper cites An investigation of in- corporating mamba for speech enhancement,.

VoiceRestore: Flow-Matching Transformers for Speech Recording Quality Restoration An investigation of in- corporating mamba for speech enhancement,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:45:54.640252Z

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

Observation 2dff301f-16e3-414b-acd0-1a2524e26334 · inbound