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Paper Citation Record · LEDGER

persoDA: Personalized Data Augmentation for Personalized ASR

As of 21 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2501.09113.

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

pith.paper-citation-record.v1
2501.09113 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:14:15.608072Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

33 of 33 outbound references displayed

  • verified exact1
  • verified fuzzy26
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation da4a9b13-b358-4c7e-8508-6da7d2b4e526 · outbound

This paper cites Fast contextual adaptation with neural associative memory for on-device personalized speech recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR Fast contextual adaptation with neural associative memory for on-device personalized speech recognition,

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.185166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation f5777559-76db-4e63-a4f6-b6d381518f8f · outbound

This paper cites Robust Continuous On-Device Personalization for Automatic Speech Recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR Robust Continuous On-Device Personalization for Automatic Speech Recognition,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.169592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.463351Z digest=sha256:33c71504ae9995080b449aee82ee8d61e0ff3b2f905cf51e205d347d636a4bc8

Observation d6ccaaab-8ed7-4b53-b63b-c74727dae871 · outbound

This paper cites UserLibri: A Dataset for ASR Personalization Using Only Text ,.

persoDA: Personalized Data Augmentation for Personalized ASR UserLibri: A Dataset for ASR Personalization Using Only Text ,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.153838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.468151Z digest=sha256:07ce8a5f507769cdf3451b1f13d4dcac47301333dd068ec09eee836f9769c04b

Observation 85c45738-40e1-4f25-96f9-2f8b08b196aa · outbound

This paper cites V oices Obscured in Complex Environmental Settings (VOiCES) Corpus,.

persoDA: Personalized Data Augmentation for Personalized ASR V oices Obscured in Complex Environmental Settings (VOiCES) Corpus,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.138664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.473638Z digest=sha256:5a2313892d126fd2bedbbf5475e0b09cad5c9fa35726d17645a9d9b4fd7e68b1

Observation 6dd58f88-32a7-4be9-93f7-1e469087b412 · outbound

This paper cites Recent advances in end-to-end automatic speech recog- nition,.

persoDA: Personalized Data Augmentation for Personalized ASR Recent advances in end-to-end automatic speech recog- nition,

Reference 5

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no resolver link, observed 2026-08-10T20:14:15.479424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:14:15.479424Z digest=sha256:54e03346a9d89b042c4da5f6d7f485b9f3da5c770a9cd922c12efdac26f03007

Observation ebdd1aff-2f66-4e22-b5ee-d677da57ce6c · outbound

This paper cites Automatic speech recognition and speech variability: A review,.

persoDA: Personalized Data Augmentation for Personalized ASR Automatic speech recognition and speech variability: A review,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.112259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.484661Z digest=sha256:7d5cc32f6ed229fddd977f25012c868180b2af51a3f770bb727362a1a6fabb6b

Observation 96a0b11f-e394-4399-9ba3-1de38229d766 · outbound

This paper cites Adaptation algorithms for neural network-based speech recognition: An overview,.

persoDA: Personalized Data Augmentation for Personalized ASR Adaptation algorithms for neural network-based speech recognition: An overview,

Reference 7

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raw_fallback, observed 2026-08-10T20:14:16.097087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.489926Z digest=sha256:e212f8170102e7b1132b9edf7b68164034fdb2338041ec68c3b08530498fe540

Observation 0f8377c7-96ab-4c35-94a5-6ad8a497724b · outbound

This paper cites Improving the training recipe for a robust conformer-based hybrid model,.

persoDA: Personalized Data Augmentation for Personalized ASR Improving the training recipe for a robust conformer-based hybrid model,

Reference 8

Resolution
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raw_fallback, observed 2026-08-10T20:14:16.080577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.494530Z digest=sha256:54a73b295d64c82a19c57693a9bcd2a775491c76420473068d5801cd8815b1d1

Observation 13277b98-56f9-46fe-b30a-42d427ae07e2 · outbound

This paper cites Recent progress in the CUHK dysarthric speech recognition system,.

persoDA: Personalized Data Augmentation for Personalized ASR Recent progress in the CUHK dysarthric speech recognition system,

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.063299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.499504Z digest=sha256:1b82278968bd69dfe55dd2ec60fa4cefda89e4f371a9a55158a943ec8dc0282d

Observation faf799b7-759c-44c3-ae06-49d406b77ebd · outbound

This paper cites Personalization of deep learning,.

persoDA: Personalized Data Augmentation for Personalized ASR Personalization of deep learning,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.503971Z digest=sha256:56ea913e1a66af6334ffb08384f74efc7eab084a933e53a0e89ebe95ae77c216

Observation ce8e0980-a071-44bc-9ec2-3352621e83e5 · outbound

This paper cites Using personalized speech synthesis and neural language generator for rapid speaker adaptation,.

persoDA: Personalized Data Augmentation for Personalized ASR Using personalized speech synthesis and neural language generator for rapid speaker adaptation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.033585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.508533Z digest=sha256:01581946a2b2420d9e97489cea70cc157d9c232c87013e41090fe716ca1c1a6a

Observation e092898d-222f-4ace-99cd-a466896dcf7e · outbound

This paper cites Rapid RNN-T Adaptation Using Personalized Speech Synthesis and Neural Language Generator,.

persoDA: Personalized Data Augmentation for Personalized ASR Rapid RNN-T Adaptation Using Personalized Speech Synthesis and Neural Language Generator,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:16.018703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.513855Z digest=sha256:71742e974f61e177ff7430c0edd375ad6e3c2953b7df6c0c3b9d105486fc95d0

Observation 44010382-d356-479e-9264-e65579fc4911 · outbound

This paper cites Automatic data augmentation selection and parametrization in contrastive self-supervised speech rep- resentation learning,.

persoDA: Personalized Data Augmentation for Personalized ASR Automatic data augmentation selection and parametrization in contrastive self-supervised speech rep- resentation learning,

Reference 13

Resolution
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raw_fallback, observed 2026-08-10T20:14:16.004248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.518291Z digest=sha256:3d931bba1738caec4cb8ccfdfc2f671cdc7f1c9a608f53bdb0c46d08fe112441

Observation 41b3adbe-8177-4640-b82e-540ef94be729 · outbound

This paper cites Automatic optimization of data perturbation distributions for multi-style training in speech recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR Automatic optimization of data perturbation distributions for multi-style training in speech recognition,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.988436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.522590Z digest=sha256:6686559dd2f4429049d04278502b714cae42b287305dbab577f126f0313b84c8

Observation 169c3f3d-a192-4344-8611-bf10b35df040 · outbound

This paper cites Personalized adversarial data augmentation for dysarthric and elderly speech recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR Personalized adversarial data augmentation for dysarthric and elderly speech recognition,

Reference 15

Resolution
verified exact
raw_fallback, observed 2026-08-10T20:14:15.742061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.526782Z digest=sha256:94d05896ec784349a1f52c5c720912851c9ac10f65bf4b827e0b2186158b78f7

Observation d637ea88-d8ad-4acf-ac8f-2ce738d532d6 · outbound

This paper cites Personalized speech enhancement through self-supervised data augmentation and purification,.

persoDA: Personalized Data Augmentation for Personalized ASR Personalized speech enhancement through self-supervised data augmentation and purification,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.973808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.531258Z digest=sha256:96eb9af13bf4b2e655e45321c6963e6dc38368fb180eee01173343a56c50dfc7

Observation 12cb651a-f0c0-44d2-8e4a-2023aec9822b · outbound

This paper cites Specaugment: A simple data augmentation method for automatic speech recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR Specaugment: A simple data augmentation method for automatic speech recognition,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.959422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.535731Z digest=sha256:188aa0fd14ba624ee7552548c54440d2808f7e66f7079b18eddfa901f225dc85

Observation 0ce9b076-b88a-497b-8dd3-63c99971e706 · outbound

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

persoDA: Personalized Data Augmentation for Personalized ASR A study on data augmentation of reverberant speech for robust speech recognition,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.944841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.540163Z digest=sha256:5de3ab622629ccd1c89e257b8afb56c5b9ed1c4e3e90ed705c70a8def852356d

Observation 95b075c1-5127-43c5-9a84-068d99fa6a92 · outbound

This paper cites pMCT: Patched Multi-Condition Training for Robust Speech Recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR pMCT: Patched Multi-Condition Training for Robust Speech Recognition,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.930540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.544470Z digest=sha256:2c0c9745907639a5583db1885e31a2288169b14281f14a0c1813f35d8e8f5519

Observation b4b21e0a-6f0e-491a-9794-8beb9f05f02a · outbound

This paper cites G-augment: Searching for the meta-structure of data augmentation policies for asr,.

persoDA: Personalized Data Augmentation for Personalized ASR G-augment: Searching for the meta-structure of data augmentation policies for asr,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.915733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.549121Z digest=sha256:19157f8664be47b06362381860d82610e0247e500e896556a3b0004264d94f9d

Observation 029f1959-e736-416a-90cd-2571db55523c · outbound

This paper cites Robust signal-to-noise ratio estimation based on waveform amplitude distribution analysis,.

persoDA: Personalized Data Augmentation for Personalized ASR Robust signal-to-noise ratio estimation based on waveform amplitude distribution analysis,

Reference 21

Resolution
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raw_fallback, observed 2026-08-10T20:14:15.901129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.553542Z digest=sha256:45ce0469abc6bf4c072e69c60d2e8e8eddd4d410f68bd334a4138ec531106199

Observation ae74ad67-ae6c-415d-9887-9d2fb0a492b6 · outbound

This paper cites An improved algorithm for blind reverberation time estimation,.

persoDA: Personalized Data Augmentation for Personalized ASR An improved algorithm for blind reverberation time estimation,

Reference 22

Resolution
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raw_fallback, observed 2026-08-10T20:14:15.885584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.557874Z digest=sha256:fb9eb65683863a30029c1a74d3d5111becd891073d1a3a2bfac21326ff1ecbc8

Observation 2dc85524-799e-4a60-ba27-507b04792d06 · outbound

This paper cites an unresolved cited work.

persoDA: Personalized Data Augmentation for Personalized ASR Unresolved cited work

Reference 23

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raw_fallback, observed 2026-08-10T20:14:15.868844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.562166Z digest=sha256:33f6b7da45456f5db876de9b7bc96446304a53aa6b49a292323cd55b6a8bad27

Observation f5524107-ade0-4b56-a644-3ad59d58e001 · outbound

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

persoDA: Personalized Data Augmentation for Personalized ASR Attention is all you need in speech separation,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.854182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.566715Z digest=sha256:65e2a36bc68f1ae00db339b56153f175591a2e6f0dea2c4ac562c344371358f9

Observation 3ab9b510-ba12-4369-a0d5-caacb66a2339 · outbound

This paper cites Kuttruff, Room acoustics.

persoDA: Personalized Data Augmentation for Personalized ASR Kuttruff, Room acoustics

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.839141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.570916Z digest=sha256:2f3c48cc8a78ad32a69374a15194fca7e8f075d7f51caa4c87c43c37e51ebdb7

Observation 584fd7a2-51eb-491b-8080-a7e586b78360 · outbound

This paper cites Noise-robust reverberation time estimation using spectral decay distributions with reduced compu- tational cost,.

persoDA: Personalized Data Augmentation for Personalized ASR Noise-robust reverberation time estimation using spectral decay distributions with reduced compu- tational cost,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.823139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.575200Z digest=sha256:122b253dfc85af0b0a93951f826fb6207dd88475e8aa13ba17a55274dc3e0921

Observation b0285a74-ba15-4e36-bbe1-020ebce82c7b · outbound

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

persoDA: Personalized Data Augmentation for Personalized ASR SpeechBrain: A General-Purpose Speech Toolkit

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T20:14:15.579494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:14:15.579494Z digest=sha256:dd761aee5d0f687432c96b29da2297cc45380b6893cf8b8bb4c839c2ac8b9a81

Observation 091b98c7-e391-449a-a0d9-d28fe1abb154 · outbound

This paper cites Conformer: Convolution- augmented Transformer for Speech Recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR Conformer: Convolution- augmented Transformer for Speech Recognition,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.807936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.584212Z digest=sha256:10aeb7d5814b803489c2aef8252366a938f67b30901e22a9f79cf8d7441722d6

Observation 7291638e-a128-40ce-9ef3-6b8163eae614 · outbound

This paper cites Librispeech: An ASR corpus based on public domain audio books,.

persoDA: Personalized Data Augmentation for Personalized ASR Librispeech: An ASR corpus based on public domain audio books,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T20:14:15.588583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:14:15.588583Z digest=sha256:4b777e065288a6b43c80faa720299f3c4f5847ebd99e95c8e9262e079e0ac660

Observation 1eba7af0-98eb-4739-8010-0b9368a0c10b · outbound

This paper cites Catastrophic interference in connec- tionist networks: The sequential learning problem,.

persoDA: Personalized Data Augmentation for Personalized ASR Catastrophic interference in connec- tionist networks: The sequential learning problem,

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T20:14:15.592933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:14:15.592933Z digest=sha256:05e8da54fd5b9b7af8a4e4ab406164bb517e205b846c4561318353bba721f31c

Observation 7ff2385f-b481-49aa-bd8d-6fc2724d6d98 · outbound

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

persoDA: Personalized Data Augmentation for Personalized ASR MUSAN: A Music, Speech, and Noise Corpus

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-10T20:14:15.597457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:14:15.597457Z digest=sha256:060a90327698380b608948895bce918698056851df62817fdd7074d633a438dc

Observation 5e801edc-4bd5-41a0-9e6f-07b5d450b165 · outbound

This paper cites Self-training for end-to-end speech recognition,.

persoDA: Personalized Data Augmentation for Personalized ASR Self-training for end-to-end speech recognition,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.773002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.602993Z digest=sha256:c1f59328aeada9d73be073f8f95c117facaae2304c6f12d1e9eee9e19190d184

Observation b63cd92d-e231-454a-baf8-b4d11abbe3a9 · outbound

This paper cites slim- IPL: Language-Model-Free Iterative Pseudo-Labeling,.

persoDA: Personalized Data Augmentation for Personalized ASR slim- IPL: Language-Model-Free Iterative Pseudo-Labeling,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:14:15.757374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T20:14:15.608072Z digest=sha256:0aeb08d22a44c0b537b5dc70a4c1b797fd1d3f37769689e5ba9b4e28a754adf2

Pith citing papers

No inbound Pith citation observations are available.