Paper Citation Record · LEDGER

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction

As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2505.21805.

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

pith.paper-citation-record.v1
2505.21805 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:28:30.049480Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

35 of 35 outbound references displayed

verified exact0
verified fuzzy31
unresolved3
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39ebed00-c6c3-4b32-a83d-2850224a9cf3 · outbound

This paper cites an unresolved cited work.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:28:34.750422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0d397eb-4f83-44cf-a0cb-9d19d3646e0d · outbound

This paper cites hard samples.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction hard samples

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:34.642899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c22692c-f2a8-4674-a0b9-35fad6967aad · outbound

This paper cites Speaker Augmentation 3.1.1.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Speaker Augmentation 3.1.1

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:34.543048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 310e2597-11b2-4753-986b-0b2c3ffc62f3 · outbound

This paper cites Experimental Setup 4.1.1.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Experimental Setup 4.1.1

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T13:28:34.436655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 004f5c53-a42f-4b54-a48a-41e0f7493eb6 · outbound

This paper cites By applying a resampling-and-rescaling pipeline, we can gene rate vast pseudo-speakers, enriching speaker diversity in the t rain- ing data.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction By applying a resampling-and-rescaling pipeline, we can gene rate vast pseudo-speakers, enriching speaker diversity in the t rain- ing data

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:34.302961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d57ed13-d009-412f-bd26-28551622ade1 · outbound

This paper cites Spex: Multi-scale tim e domain speaker extraction network,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Spex: Multi-scale tim e domain speaker extraction network,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:34.222586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b27deef6-171e-406a-a9ff-f981e0bd05c4 · outbound

This paper cites New Insights on Target Speaker Extraction.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction New Insights on Target Speaker Extraction

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:28.280103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d834e821-1317-49d1-87a1-2535170d2ea8 · outbound

This paper cites Neural target speech extraction: An overview,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Neural target speech extraction: An overview,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:34.151690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8d6d1485-bea0-4738-be9a-3de763c515b8 · outbound

This paper cites Blind so urce separation and independent component analysis: A review,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Blind so urce separation and independent component analysis: A review,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:34.017717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 86eae636-9027-44e3-b5bb-afee520fe0c2 · outbound

This paper cites Blind source separation,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Blind source separation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.946829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ba8e56ae-ff18-41d9-9596-8500d940129f · outbound

This paper cites Blind source sep - aration: A review and analysis,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Blind source sep - aration: A review and analysis,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.821831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eb4abb92-d948-4056-a532-b96a537e34af · outbound

This paper cites Improving speaker discriminati on of target speech extraction with time-domain speakerbeam,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Improving speaker discriminati on of target speech extraction with time-domain speakerbeam,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.707399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af61a6a7-0bbb-435a-ad88-e599d292f497 · outbound

This paper cites X-SepFormer: End-to-e nd speaker extraction network with explicit optimization on s peaker confusion,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction X-SepFormer: End-to-e nd speaker extraction network with explicit optimization on s peaker confusion,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.607898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 235ca92b-9830-481b-ab27-3e0f892b908a · outbound

This paper cites MC-SpEx: Towards effective speaker extraction with multi-scale interfusion and conditional speaker modulati on,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction MC-SpEx: Towards effective speaker extraction with multi-scale interfusion and conditional speaker modulati on,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.497627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2a00e7ec-b8bc-4ae0-b3e2-30bb6ffc4ebd · outbound

This paper cites Target confusion in end-to-end speaker extraction: Analysis and approaches ,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Target confusion in end-to-end speaker extraction: Analysis and approaches ,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.387163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d8657cfc-a2d0-4a92-8dea-0cd66c847693 · outbound

This paper cites A hybrid continuity loss to redu ce over-suppression for time-domain target speaker extracti on,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction A hybrid continuity loss to redu ce over-suppression for time-domain target speaker extracti on,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.180617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6c311c33-81f5-4edd-97c0-1cbc3f071a05 · outbound

This paper cites On the effectiveness of enrollment speech augmentation fo r tar- get speaker extraction,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction On the effectiveness of enrollment speech augmentation fo r tar- get speaker extraction,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:33.068083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa1d7184-fdbf-41d8-9d5c-31d406200868 · outbound

This paper cites Multi - stage speaker extraction with utterance and frame-level re ference signals,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Multi - stage speaker extraction with utterance and frame-level re ference signals,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:32.895190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35fda90a-8243-4a23-a4d8-61e3dfd85156 · outbound

This paper cites Robust speaker extraction network based on iterativ e re- ﬁned adaptation,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Robust speaker extraction network based on iterativ e re- ﬁned adaptation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:32.730804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a6123f1e-117c-435c-a192-80b29b9122a4 · outbound

This paper cites Spea ker augmentation and bandwidth extension for deep speaker embe d- ding.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Spea ker augmentation and bandwidth extension for deep speaker embe d- ding

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:32.565496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5fc79a1-0cb9-4f67-9f53-8448c2367174 · outbound

This paper cites B uild a SRE challenge system: Lessons from V oxSRC 2022 and CN- SRC 2022,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction B uild a SRE challenge system: Lessons from V oxSRC 2022 and CN- SRC 2022,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:32.424020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f0f08a3a-ca79-4a03-980d-a9810a34a2c7 · outbound

This paper cites A comprehensiv e investigation on speaker augmentation for speaker recogni tion,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction A comprehensiv e investigation on speaker augmentation for speaker recogni tion,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:32.219227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 97db1f78-63f0-4a23-afa4-a2f45c45eadb · outbound

This paper cites Deep clus- tering: Discriminative embeddings for segmentation and se para- tion,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Deep clus- tering: Discriminative embeddings for segmentation and se para- tion,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:32.069301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 62add7c9-64bb-4ba3-98ad-d7324cb2cdc9 · outbound

This paper cites LibriMix: An Open-Source Dataset for Generalizable Speech Separation.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction LibriMix: An Open-Source Dataset for Generalizable Speech Separation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:29.445402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b67726b-677f-4782-a197-51a4aa8f0836 · outbound

This paper cites Dual-path RNN: efﬁcie nt long sequence modeling for time-domain single-channel speech s epa- ration,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Dual-path RNN: efﬁcie nt long sequence modeling for time-domain single-channel speech s epa- ration,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:31.875787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a69bd6e7-6e3e-4937-a927-c405bc466911 · outbound

This paper cites Spex+ : A complete time domain speaker extraction network,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Spex+ : A complete time domain speaker extraction network,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:31.670558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce546e12-a556-40b7-9c29-fb6946103820 · outbound

This paper cites Speakeraug- ment: Data augmentation for generalizable source separati on via speaker parameter manipulation,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Speakeraug- ment: Data augmentation for generalizable source separati on via speaker parameter manipulation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:31.495566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8e908ee2-ebc6-4ec4-8a53-1f4d107aad8b · outbound

This paper cites An overlap-add technique based on waveform similarity (WSOLA) for high quality time-scale mo d- iﬁcation of speech,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction An overlap-add technique based on waveform similarity (WSOLA) for high quality time-scale mo d- iﬁcation of speech,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:31.366647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c006f96a-5546-4ec2-a2fb-2043685d5e1d · outbound

This paper cites CSR- I (WSJ0) Complete LDC93S6A,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction CSR- I (WSJ0) Complete LDC93S6A,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:31.196216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 66aecfb1-179e-429a-8d26-340617192ebd · outbound

This paper cites Lib- rispeech: an ASR corpus based on public domain audio books,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Lib- rispeech: an ASR corpus based on public domain audio books,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:31.075936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1d23989c-5203-4c83-8d91-819e3f3775bc · outbound

This paper cites Wham!: Extending speech separation to noisy environments,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Wham!: Extending speech separation to noisy environments,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.887559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9b5d70af-d944-4256-9a31-e7a382365a84 · outbound

This paper cites Asteroid: the PyTorch-based audio source separa- tion toolkit for researchers,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Asteroid: the PyTorch-based audio source separa- tion toolkit for researchers,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.726115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3c19327b-241d-4458-afd5-89e3197aa1d5 · outbound

This paper cites TaSNet: Time-domain audio sep ara- tion network for real-time, single-channel speech separat ion,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction TaSNet: Time-domain audio sep ara- tion network for real-time, single-channel speech separat ion,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.617935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f353a6cb-c0c1-4696-a9db-7547367f1b31 · outbound

This paper cites Data au gmen- tation for speech separation,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction Data au gmen- tation for speech separation,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.423447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78dbd99a-2251-4021-aa62-fdd81109c229 · outbound

This paper cites X-TaSNet: Robust and accu rate time-domain speaker extraction network,.

An Investigation on Speaker Augmentation for End-to-End Speaker Extraction X-TaSNet: Robust and accu rate time-domain speaker extraction network,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.269326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.