Paper Citation Record · LEDGER

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments

As of 22 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2505.20222.

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

pith.paper-citation-record.v1
2505.20222 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:02:58.064081Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy30
unresolved6
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1dbd5e80-3b23-46d1-9773-7fb376f19af0 · outbound

This paper cites Studies have primarily focused on developing SV systems for adult speech [1, 2, 3, 4, 5].

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Studies have primarily focused on developing SV systems for adult speech [1, 2, 3, 4, 5]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:04.296959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 86250962-20d5-4f87-8dd2-26f422f99ffb · outbound

This paper cites Each dataset w as divided into 85% for development (70% training, 15% valida- tion) and 15% for testing, with stratiﬁcation based on speak er utterances to address data imbalance.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Each dataset w as divided into 85% for development (70% training, 15% valida- tion) and 15% for testing, with stratiﬁcation based on speak er utterances to address data imbalance

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:04.152743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cf55527c-8524-4811-9566-3622c3386de0 · outbound

This paper cites an unresolved cited work.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Unresolved cited work

Reference 3

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Observation a684f23e-e751-42a1-83f7-ffb573a3a3f3 · outbound

This paper cites Analysis of ﬁnetuning x-vector and ECAPA-TDNN Table 1 shows the EER across all test folds for the x-vector an d ECAPA-TDNN models.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Analysis of ﬁnetuning x-vector and ECAPA-TDNN Table 1 shows the EER across all test folds for the x-vector an d ECAPA-TDNN models

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:03:03.817791Z

Source-reported events for the cited work

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Observation 17f7e5b1-c958-44b1-bfdb-8aefd7fe183c · outbound

This paper cites an unresolved cited work.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:03:03.646320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1349499e-ef4d-41cd-a7f2-4f895868a50d · outbound

This paper cites Dynamic fully - connected layer for large-scale speaker veriﬁcation,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Dynamic fully - connected layer for large-scale speaker veriﬁcation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:03.490033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98aa2a13-9cee-40d0-bdfa-f5bdef394fdf · outbound

This paper cites Adversarial data augmentation for robust speaker veriﬁcation,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Adversarial data augmentation for robust speaker veriﬁcation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:03.321897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 56005658-c513-4672-a477-83dd2818f24b · outbound

This paper cites Self-supervised speaker veriﬁcation with relational mas k predic- tion,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Self-supervised speaker veriﬁcation with relational mas k predic- tion,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:03.173325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c6cca7ee-8bc5-4fba-baef-c766a39e6dd9 · outbound

This paper cites Densely connected time delay neur al net- work for speaker veriﬁcation.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Densely connected time delay neur al net- work for speaker veriﬁcation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:02.956786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation aeaf4096-9469-4c5c-a3ac-0cafc2b21220 · outbound

This paper cites A n effective deep embedding learning architecture for speake r veriﬁ- cation.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments A n effective deep embedding learning architecture for speake r veriﬁ- cation

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:02.650627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e6b487f3-7a84-496d-93e2-69b6555d57dc · outbound

This paper cites Comparison of speaker veriﬁcation performance for adult a nd child speech,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Comparison of speaker veriﬁcation performance for adult a nd child speech,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:02.399916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 62177c5c-0932-4220-a34c-649e78636dc7 · outbound

This paper cites Acoustics of children’s speech: developmental changes of temporal an d spectral parameters.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Acoustics of children’s speech: developmental changes of temporal an d spectral parameters

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:02.163572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 670c5baa-7a90-42d4-b3c2-1b2c439337f0 · outbound

This paper cites Speaker ver- iﬁcation experiments for adults and children using shared e mbed- ding spaces,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Speaker ver- iﬁcation experiments for adults and children using shared e mbed- ding spaces,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:01.921527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9e63b09c-1054-4daa-a003-69f0a0a43e4d · outbound

This paper cites An attention-based backend allowing efﬁcient ﬁne- tuning of transformer models for speaker veriﬁcation,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments An attention-based backend allowing efﬁcient ﬁne- tuning of transformer models for speaker veriﬁcation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:01.725065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8d19c1cd-058d-434f-a0f4-fda17969c830 · outbound

This paper cites Efﬁcient adapter tuning of pre -trained speech models for automatic speaker veriﬁcation,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Efﬁcient adapter tuning of pre -trained speech models for automatic speaker veriﬁcation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:01.498720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 36279e9b-0bb9-4a7f-a449-12b10dcea8f6 · outbound

This paper cites Fine-tune pre - trained models with multi-level feature fusion for speaker veriﬁ- cation,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Fine-tune pre - trained models with multi-level feature fusion for speaker veriﬁ- cation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:01.304647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation edf94232-0d2d-43af-bdd5-abaa220926a8 · outbound

This paper cites Deep speaker embeddings for speaker veriﬁcation of children,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Deep speaker embeddings for speaker veriﬁcation of children,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:01.061561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ee32d8a0-7017-4df0-901a-4da450b7353e · outbound

This paper cites Childaugm ent: Data augmentation methods for zero-resource children’s sp eaker veriﬁcation,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Childaugm ent: Data augmentation methods for zero-resource children’s sp eaker veriﬁcation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:00.841956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 89488bce-2a57-4210-a50b-03190fc04b0b · outbound

This paper cites In - domain and out-of-domain data augmentation to improve chil - dren’s speaker veriﬁcation system in limited data scenario ,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments In - domain and out-of-domain data augmentation to improve chil - dren’s speaker veriﬁcation system in limited data scenario ,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:00.646588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8c612d31-5f86-4a5c-b9d9-ff1583f240c2 · outbound

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

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments MUSAN: A Music, Speech, and Noise Corpus

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:56.383368Z

Source-reported events for the cited work

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Observation 2b973aa0-9ace-4359-a61b-48373aeaf69a · outbound

This paper cites Nresnet: nested residual network based on channel and frequency domain attention mechanism for speaker veriﬁcat ion in classroom,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Nresnet: nested residual network based on channel and frequency domain attention mechanism for speaker veriﬁcat ion in classroom,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:00.544220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 44353b1b-fc67-42b1-8f26-636e767294ca · outbound

This paper cites Automatic speaker veriﬁcation system substantiating children’s dia lects in school settings,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Automatic speaker veriﬁcation system substantiating children’s dia lects in school settings,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:00.331283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 734e4bc1-82f0-4188-8cf5-83d9ffe0c95d · outbound

This paper cites Spoken language recognition using x-vector s,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Spoken language recognition using x-vector s,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:03:00.131749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dbbec661-a931-4054-9f4b-0beaa98b05f2 · outbound

This paper cites Ecapa -tdnn: Emphasized channel attention, propagation and aggregatio n in tdnn based speaker veriﬁcation,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Ecapa -tdnn: Emphasized channel attention, propagation and aggregatio n in tdnn based speaker veriﬁcation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:59.878700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ff99e236-9f8b-4217-b483-a4c2f59896c8 · outbound

This paper cites Pyannote.audio 2.1 speaker diarization pi peline: Principle, benchmark, and recipe,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Pyannote.audio 2.1 speaker diarization pi peline: Principle, benchmark, and recipe,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:59.697355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 80470df4-b918-4863-b6e8-909d0c9d1009 · outbound

This paper cites Powerset multi-class cross entropy loss for neural speaker diarization.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Powerset multi-class cross entropy loss for neural speaker diarization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:56.962306Z

Source-reported events for the cited work

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Observation a4cdba3f-d011-463a-aabb-986167fdc7ff · outbound

This paper cites My sci- ence tutor (myst)–a large corpus of children’s conver- sational speech,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments My sci- ence tutor (myst)–a large corpus of children’s conver- sational speech,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:59.550481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 29faa42b-405a-4ea6-a1ed-ab112e3fd232 · outbound

This paper cites Cslu: Kids’ speec h ver- sion 1.1,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Cslu: Kids’ speec h ver- sion 1.1,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:59.381022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6dcc29e3-a3dd-4eba-aa8e-456f947e33c6 · outbound

This paper cites The cmu kids corpu s,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments The cmu kids corpu s,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:59.214163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6a4fb725-a78f-4f23-97e2-fa4c0584aaa3 · outbound

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

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Lib- rispeech: an asr corpus based on public domain audio books,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:59.048537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f935e4cd-7bfc-4701-960d-68318d1ba501 · outbound

This paper cites V oxce leb: Large-scale speaker veriﬁcation in the wild,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments V oxce leb: Large-scale speaker veriﬁcation in the wild,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:57.392491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77603a62-5ad6-4b5e-ab53-165afe692f01 · outbound

This paper cites The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:57.480332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67da7a6d-97c6-4bde-9879-abff9b555a3b · outbound

This paper cites SpeechBrain: A General-Purpose Speech Toolkit.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments SpeechBrain: A General-Purpose Speech Toolkit

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:57.560269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3774fa61-86d1-4a4c-8d1e-5f75f83400ce · outbound

This paper cites V oxceleb2: D eep speaker recognition,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments V oxceleb2: D eep speaker recognition,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:58.917496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a6331200-ca48-4009-8cea-e329b34864fc · outbound

This paper cites Facenet: A uniﬁed embedding for face recognition and clustering,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Facenet: A uniﬁed embedding for face recognition and clustering,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:58.747577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 558e7e15-7d27-417a-8df6-e2a811ccf639 · outbound

This paper cites End-to-end text-independen t speaker veriﬁcation with triplet loss on short utterances.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments End-to-end text-independen t speaker veriﬁcation with triplet loss on short utterances

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:58.566553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1f12fbbe-e471-45ca-944f-dc837cd9e86e · outbound

This paper cites Text-independent speaker veri ﬁcation based on triplet loss,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Text-independent speaker veri ﬁcation based on triplet loss,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:58.361804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 798f4846-6af5-473f-9378-77ece2050e2e · outbound

This paper cites Msrane t: Learning discriminative embeddings for speaker veriﬁcati on via channel and spatial attention mechanism in alterable scena rios,.

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments Msrane t: Learning discriminative embeddings for speaker veriﬁcati on via channel and spatial attention mechanism in alterable scena rios,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:02:58.221280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.