Paper Citation Record · LEDGER

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification

As of 11 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2501.08691.

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

pith.paper-citation-record.v1
2501.08691 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:25:17.304984Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

41 of 41 outbound references displayed

verified exact3
verified fuzzy30
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f7aa6112-747a-4826-ad78-023bbe2bb730 · outbound

This paper cites An overview of automatic speaker verification system.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification An overview of automatic speaker verification system

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.926666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3ce7e09f-8dae-4780-8ac8-90a4fab1c0aa · outbound

This paper cites V oxceleb: Large-scale speaker verification in the wild.Computer Speech & Language, 60:101027, 2020.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification V oxceleb: Large-scale speaker verification in the wild.Computer Speech & Language, 60:101027, 2020

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.133978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91858d7a-acc8-464f-828c-7c8b603669a6 · outbound

This paper cites Aishell-1: An open-source mandarin speech corpus and a speech recognition baseline.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Aishell-1: An open-source mandarin speech corpus and a speech recognition baseline

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.903535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2b939188-a463-43aa-abd9-ba8514b217c2 · outbound

This paper cites AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scale.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.143279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d251519e-2cbe-4be3-b7d8-8f6db6a8560a · outbound

This paper cites Intel far-field speaker recognition system for voices challenge 2019.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Intel far-field speaker recognition system for voices challenge 2019

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.889503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ef53dd24-62a0-4c33-b27c-9ab4fe5e07fb · outbound

This paper cites Far-field speaker verification challenge (ffsvc) 2022: Challenge evaluation plan, 2022.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Far-field speaker verification challenge (ffsvc) 2022: Challenge evaluation plan, 2022

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.875067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 65a75c83-b0b7-4121-9071-c46918c9669f · outbound

This paper cites The voices from a distance challenge 2019.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification The voices from a distance challenge 2019

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.860376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 55a16a56-8a2c-4dfd-8eee-2d6e1f004bc4 · outbound

This paper cites Hi-mia: A far-field text-dependent speaker verification database and the baselines.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Hi-mia: A far-field text-dependent speaker verification database and the baselines

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.846639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 942e3772-ed0d-49f2-b42c-e529069f8e17 · outbound

This paper cites Multisv: Dataset for far-field multi-channel speaker verifi- cation.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Multisv: Dataset for far-field multi-channel speaker verifi- cation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.832387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ca6f9c05-3012-4e26-830e-0ab0d0186296 · outbound

This paper cites NPU Speaker Verification System for INTERSPEECH 2020 Far-Field Speaker Verification Challenge.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification NPU Speaker Verification System for INTERSPEECH 2020 Far-Field Speaker Verification Challenge

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:25:17.459787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ee864b9c-1c25-495d-b7b8-74a299dfdb94 · outbound

This paper cites The INTERSPEECH 2020 Far-Field Speaker Verification Challenge.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification The INTERSPEECH 2020 Far-Field Speaker Verification Challenge

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.175876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7875d4f7-8170-43ba-bb19-0ab0d0da6922 · outbound

This paper cites Multi-channel speaker verification with conv-tasnet based beamformer.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Multi-channel speaker verification with conv-tasnet based beamformer

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.817732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 365b8ea8-4f34-4d7f-bebc-c4cae7fa7bb1 · outbound

This paper cites Multi-Channel Far-Field Speaker Verification with Large-Scale Ad-hoc Microphone Arrays.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Multi-Channel Far-Field Speaker Verification with Large-Scale Ad-hoc Microphone Arrays

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:25:17.424043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d8895ca0-d14f-4aee-9ca1-a7a822bfbc50 · outbound

This paper cites Unet-densenet for robust far-field speaker verification.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Unet-densenet for robust far-field speaker verification

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.802967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 536886ba-af4b-4459-9e1a-45b3c51ae5a6 · outbound

This paper cites Dereverberation and beamforming in robust far-field speaker recognition.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Dereverberation and beamforming in robust far-field speaker recognition

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.789298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dfe807bb-0132-490a-953e-780409249d4c · outbound

This paper cites Far-field end-to-end text- dependent speaker verification based on mixed training data with transfer learning and enrollment data augmentation.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Far-field end-to-end text- dependent speaker verification based on mixed training data with transfer learning and enrollment data augmentation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.775708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3948982b-7f12-4cfe-b516-6aabb0bf381f · outbound

This paper cites Stc-innovation speaker recognition systems for far- field speaker verification challenge 2020.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Stc-innovation speaker recognition systems for far- field speaker verification challenge 2020

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.762207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 429b0b3c-1e80-4c3e-bf81-a3ca6712b633 · outbound

This paper cites Npu-hc speaker verification system for far-field speaker verification challenge 2022.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Npu-hc speaker verification system for far-field speaker verification challenge 2022

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.748476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4012f9d8-3fcf-4840-a6e4-8a5fdca92675 · outbound

This paper cites SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.209834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebecec8f-489f-4c80-8989-941eaa9df882 · outbound

This paper cites Robust speaker verification using population-based data augmentation.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Robust speaker verification using population-based data augmentation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.734943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a6b0417d-0f4b-49b5-ab6f-6ea67e102e87 · outbound

This paper cites Distance-based weight transfer for fine-tuning from near- field to far-field speaker verification.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Distance-based weight transfer for fine-tuning from near- field to far-field speaker verification

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.720508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1cc1c535-60c4-4c1c-94ca-d673d0e49ad7 · outbound

This paper cites NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.223749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b371a24-8027-4ced-a5b4-97cca5032c52 · outbound

This paper cites X-vectors: Robust dnn embeddings for speaker recognition.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification X-vectors: Robust dnn embeddings for speaker recognition

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.705569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5e004615-d655-4e46-a825-bff543b31d02 · outbound

This paper cites Specaugment impact on automatic speaker verification system.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Specaugment impact on automatic speaker verification system

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.690202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 28696dba-c2a2-4158-a691-16dc77ce8c67 · outbound

This paper cites Investigation of Data Augmentation Techniques for Disordered Speech Recognition.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Investigation of Data Augmentation Techniques for Disordered Speech Recognition

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:25:17.375443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bb4c3950-397f-44c3-b2be-12465c1d428d · outbound

This paper cites Improved far-field speaker recognition method based geometry acoustic simulation and specaugment.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Improved far-field speaker recognition method based geometry acoustic simulation and specaugment

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.676106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 196ac8ea-e2fe-437b-ace5-ee3fde021ba4 · outbound

This paper cites A study on data augmentation of reverberant speech for robust speech recognition.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification A study on data augmentation of reverberant speech for robust speech recognition

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.660945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b0f26a8b-1cd6-4afd-959e-5226bbb0ef0c · outbound

This paper cites Synaug: Synthesis-based data augmentation for text-dependent speaker verification.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Synaug: Synthesis-based data augmentation for text-dependent speaker verification

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.645044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4559d649-57e4-4143-bc22-815cad922439 · outbound

This paper cites Overcoming data scarcity in speaker identification: Dataset augmentation with synthetic mfccs via character-level rnn.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Overcoming data scarcity in speaker identification: Dataset augmentation with synthetic mfccs via character-level rnn

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.630364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1b162294-a0f0-4806-b654-8306b4797448 · outbound

This paper cites Data augmentation using deep generative models for embedding based speaker recognition.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Data augmentation using deep generative models for embedding based speaker recognition

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.615870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0783bf5d-5b27-4282-b881-f0b4a45f8e1c · outbound

This paper cites Data Aug- mentation Using Variational Autoencoder for Embedding Based Speaker Verification.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Data Aug- mentation Using Variational Autoencoder for Embedding Based Speaker Verification

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.601870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5f382f9e-99d8-4a98-a0fc-bc15f65fc0d7 · outbound

This paper cites Stargan-vc based cross- domain data augmentation for speaker verification.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Stargan-vc based cross- domain data augmentation for speaker verification

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.587994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 71c21363-e3c0-44e4-a9fe-2ecaa9978b3b · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.270988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82d55401-fefa-4ab1-82a8-2fb352a0e603 · outbound

This paper cites Arcface: Additive angular margin loss for deep face recognition.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Arcface: Additive angular margin loss for deep face recognition

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.275203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db96e626-c3f9-42b1-a358-be851f347be4 · outbound

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

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification MUSAN: A Music, Speech, and Noise Corpus

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:17.279531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbec8dd2-aa82-468d-88ac-ae4769a64379 · outbound

This paper cites Room impulse response generator.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Room impulse response generator

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.564580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 74d30273-8485-45d4-892f-3acc35da86bd · outbound

This paper cites Speaker augmentation and bandwidth extension for deep speaker embedding.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Speaker augmentation and bandwidth extension for deep speaker embedding

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.548203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1b66f012-633f-42a2-a914-fa0120144cc3 · outbound

This paper cites Shuffleaug- ment: A data augmentation method using time shuffling.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Shuffleaug- ment: A data augmentation method using time shuffling

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.533341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 25368803-858d-4961-b62d-940a723f9d32 · outbound

This paper cites Filteraugment: An acoustic environmental data augmentation method.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Filteraugment: An acoustic environmental data augmentation method

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.517080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a3425cc2-0ed7-43f6-89c3-ef075f0317b3 · outbound

This paper cites Stargan-vc based cross- domain data augmentation for speaker verification.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Stargan-vc based cross- domain data augmentation for speaker verification

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.503050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4f3d2d02-b3de-4b10-8441-76c23fa6b091 · outbound

This paper cites Blind estimation of reverberation time.

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification Blind estimation of reverberation time

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:17.488701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.