Paper Citation Record · LEDGER

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers

As of 23 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2607.21393.

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

pith.paper-citation-record.v1
2607.21393 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T07:37:18.843584Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T07:37:16.363284Z

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 fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 48ba0f79-6925-49bb-886f-93edb4807710 · outbound

This paper cites Ex- amples include monitoring in smart homes [1] or elder care fa- cilities [2], acoustic surveillance systems [3], and the analysis of social behaviour [4].

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Ex- amples include monitoring in smart homes [1] or elder care fa- cilities [2], acoustic surveillance systems [3], and the analysis of social behaviour [4]

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.252824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d6a4d5-0b23-4c35-9239-daf594ea2519 · outbound

This paper cites From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.363284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8758b926-0d3c-49a0-b667-dac4d8a143aa · outbound

This paper cites ASR-based attack models The comparison of evaluation metrics in Figure 1 reveals that the DRER is consistently lower than the WER, since it ignores in- sertion errors.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers ASR-based attack models The comparison of evaluation metrics in Figure 1 reveals that the DRER is consistently lower than the WER, since it ignores in- sertion errors

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.447909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d227642c-b298-42e3-bf17-7e24dfce2be6 · outbound

This paper cites an unresolved cited work.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.513452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f242dad-71e8-4082-9d60-e4d69cddc63c · outbound

This paper cites an unresolved cited work.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.567716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12484659-7755-4fce-adc8-692db30e7d07 · outbound

This paper cites After using these tools, the authors reviewed and edited the content as required and take full responsibility for the content of the publication.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers After using these tools, the authors reviewed and edited the content as required and take full responsibility for the content of the publication

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.653399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5065c264-8f52-4d57-ab7a-c8e0e637bb26 · outbound

This paper cites an unresolved cited work.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.205144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 606400bc-4d52-4622-85cb-29edfc6f59aa · outbound

This paper cites V oice ac- tivity detection driven acoustic event classification for monitoring in smart homes,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers V oice ac- tivity detection driven acoustic event classification for monitoring in smart homes,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.713394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 664338a0-e77e-40b6-a181-a2a23c31eac9 · outbound

This paper cites Real-time acoustic scene recognition for elderly daily routines using edge-based deep learning,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Real-time acoustic scene recognition for elderly daily routines using edge-based deep learning,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.799762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f040e240-7c67-43bc-8b60-8b70c8f661f9 · outbound

This paper cites Scream and gunshot detection and localization for audio-surveillance systems,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Scream and gunshot detection and localization for audio-surveillance systems,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.880631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5d4f2e0-ee38-4ea4-985a-37d73edb372e · outbound

This paper cites The Electronically Activated Recorder (EAR): A Method for the Naturalistic Observation of Daily Social Behav- ior,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers The Electronically Activated Recorder (EAR): A Method for the Naturalistic Observation of Daily Social Behav- ior,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.972387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec84536b-4648-48b1-a675-281b4ad657f5 · outbound

This paper cites Preserving privacy in speaker and speech characterisation,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Preserving privacy in speaker and speech characterisation,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.056086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32e81603-e42c-462a-ba34-b2182dc520cb · outbound

This paper cites Revisiting speech content privacy,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Revisiting speech content privacy,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.145506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef8af4f3-c0c7-4f4e-88e7-68e702c0be9d · outbound

This paper cites Towards privacy- preserving conversation analysis in everyday life: Exploring the privacy-utility trade-off,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Towards privacy- preserving conversation analysis in everyday life: Exploring the privacy-utility trade-off,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.696028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b3f3600-8ecb-458c-bce9-f016d219738b · outbound

This paper cites The V oicePrivacy 2020 Challenge: Results and findings,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers The V oicePrivacy 2020 Challenge: Results and findings,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.296426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c0f4bfa-3608-458d-baf9-eb72a0d59070 · outbound

This paper cites ficient utility for tasks such as conversation analysis or audio- based activity recognition.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers ficient utility for tasks such as conversation analysis or audio- based activity recognition

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:16.291835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61c49195-62f1-432a-93e9-1c6b293a5708 · outbound

This paper cites The V oicePrivacy 2022 Challenge: Progress and Perspectives in V oice Anonymisation,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers The V oicePrivacy 2022 Challenge: Progress and Perspectives in V oice Anonymisation,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.382122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e70452ba-86a6-43ae-bd78-2b700edf262f · outbound

This paper cites Exploratory Evaluation of Speech Content Masking,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Exploratory Evaluation of Speech Content Masking,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.464074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82092b9e-80f1-41e2-848f-fffa40aafa36 · outbound

This paper cites Preech: A system for{Privacy-Preserving}speech transcrip- tion,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Preech: A system for{Privacy-Preserving}speech transcrip- tion,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.523771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da279623-1192-43bf-939c-9ce944893ca9 · outbound

This paper cites Privacy in speech technology,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Privacy in speech technology,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.589062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dbf440f-87ca-4d96-acc1-0042f9c10f4b · outbound

This paper cites Preserving privacy in speaker and speech characterisation,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Preserving privacy in speaker and speech characterisation,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.640059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9adbd460-c4ad-433d-b8c6-597f25c40996 · outbound

This paper cites Revisiting the Privacy of Low- Frequency Speech Signals: Exploring Resampling Methods, Eval- uation Scenarios, and Speaker Characteristics,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Revisiting the Privacy of Low- Frequency Speech Signals: Exploring Resampling Methods, Eval- uation Scenarios, and Speaker Characteristics,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.764830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42c0300d-43d6-4e24-9f41-ac70da1d23c4 · outbound

This paper cites Sound shredding: Privacy preserved audio sensing,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Sound shredding: Privacy preserved audio sensing,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.817960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 125d757b-6e73-449a-8f5e-21c6e5b2bb4d · outbound

This paper cites Automatic speech recognition: Systematic literature review,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Automatic speech recognition: Systematic literature review,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:17.947398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb84c74e-76e6-4149-a31a-456a72b50890 · outbound

This paper cites AudioMNIST: Exploring explainable artificial intelligence for audio analysis on a simple benchmark,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers AudioMNIST: Exploring explainable artificial intelligence for audio analysis on a simple benchmark,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.003569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4963eaeb-5784-4726-8a3f-d5424eafdbd8 · outbound

This paper cites Spoken digit recognition using wavelet scalogram and convolutional neural networks,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Spoken digit recognition using wavelet scalogram and convolutional neural networks,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.068119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ca63b1-a837-466e-b49d-73ef7b15a004 · outbound

This paper cites When sub-band features meet atten- tion mechanism while knowledge distillation for sound classifica- tion,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers When sub-band features meet atten- tion mechanism while knowledge distillation for sound classifica- tion,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.133825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c90b9fe1-14a3-4eba-bfb1-892abf347967 · outbound

This paper cites Evaluating V oice Conversion- Based Privacy Protection against Informed Attackers,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Evaluating V oice Conversion- Based Privacy Protection against Informed Attackers,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.200072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 836c1f18-2ec3-4ce6-b6b3-f52efceae5e4 · outbound

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

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers SpeechBrain: A General-Purpose Speech Toolkit

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.250178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92760ec3-86f7-40d8-9403-3158695846d1 · outbound

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

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Librispeech: An ASR corpus based on public domain audio books,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.317468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc3e3ed9-25e2-4498-a717-0242ee191c79 · outbound

This paper cites Privacy-aware acoustic as- sessments of everyday life,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Privacy-aware acoustic as- sessments of everyday life,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.373322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 524555c8-0c74-46c0-9e7d-5d3bd5b70670 · outbound

This paper cites TorchAudio 2.1: Advancing Speech Recognition, Self- Supervised Learning, and Audio Processing Components for Py- torch,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers TorchAudio 2.1: Advancing Speech Recognition, Self- Supervised Learning, and Audio Processing Components for Py- torch,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.434842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5246706a-98c3-45ed-9c86-b29667565ed7 · outbound

This paper cites Audio MNIST digit vocal recognition,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Audio MNIST digit vocal recognition,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.509085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afbfb793-034c-422f-b061-42b9d175b0ec · outbound

This paper cites Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.563254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06beb2bc-8567-4143-96f4-7184218d84b9 · outbound

This paper cites Phone number length by coun- try 2026,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Phone number length by coun- try 2026,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.659370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 418ceac8-5861-4670-b72d-7010ab477a23 · outbound

This paper cites Binary codes capable of correcting deletions, insertions, and reversals,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Binary codes capable of correcting deletions, insertions, and reversals,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.708022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c6b848a-f267-4043-9705-f4d3ecfe1a31 · outbound

This paper cites Good practices for evaluation of machine learning systems.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Good practices for evaluation of machine learning systems

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.768072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b756f26-63f4-41ab-9718-2a0bdc115f37 · outbound

This paper cites Analysis of speech temporal dynamics in the context of speaker verification and voice anonymization,.

From Read Speech to Spoken Digits: A Task-Specific Evaluation of Speech Privacy With Informed Attackers Analysis of speech temporal dynamics in the context of speaker verification and voice anonymization,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T07:37:18.843584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e4d6a4d5-0b23-4c35-9239-daf594ea2519 · inbound