Paper Citation Record · LEDGER

Private kNN-VC: Interpretable Anonymization of Converted Speech

As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2505.17584.

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

pith.paper-citation-record.v1
2505.17584 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:48:58.665839Z

measured 46 of 46 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:48:54.206430Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T14:48:59.019821Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy36
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0681478-5575-47bb-a42a-9e249a708bfa · outbound

This paper cites The evaluation simulates an attack on the anonymized speech, leveraging a speaker recognition model trained to discriminate anonymized speakers by learning their characteristics.

Private kNN-VC: Interpretable Anonymization of Converted Speech The evaluation simulates an attack on the anonymized speech, leveraging a speaker recognition model trained to discriminate anonymized speakers by learning their characteristics

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:07.272112Z

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 c3c71d6c-1884-46bd-b1ea-2a96afec8ac0 · outbound

This paper cites Private kNN-VC: Interpretable Anonymization of Converted Speech.

Private kNN-VC: Interpretable Anonymization of Converted Speech Private kNN-VC: Interpretable Anonymization of Converted Speech

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:48:59.071908Z

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 75d20c93-67c1-4a78-8b21-371fe1cedbb7 · outbound

This paper cites As target speakers, we use 100 speakers from the LibriTTS [30]train-other-500dataset, evenly distributed across genders.

Private kNN-VC: Interpretable Anonymization of Converted Speech As target speakers, we use 100 speakers from the LibriTTS [30]train-other-500dataset, evenly distributed across genders

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:06.958246Z

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 8f7d387d-a474-4e1e-90e1-c8fc945c2e89 · outbound

This paper cites For each parameter, we have selected four values.

Private kNN-VC: Interpretable Anonymization of Converted Speech For each parameter, we have selected four values

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:06.735116Z

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 7d762d00-b037-4886-a6de-3ee2b5f36bec · outbound

This paper cites Randomness ensuresunlinkability, i.e.

Private kNN-VC: Interpretable Anonymization of Converted Speech Randomness ensuresunlinkability, i.e

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:06.337819Z

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 fecf3f89-efa5-4e2d-afe1-f10dd97fc5aa · outbound

This paper cites Each experiment takes roughly 5 hours on a RTXA6000 GPU.

Private kNN-VC: Interpretable Anonymization of Converted Speech Each experiment takes roughly 5 hours on a RTXA6000 GPU

Reference 6

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:49:06.508231Z

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 eede113f-2693-4355-aff8-1544f6c13e44 · outbound

This paper cites Each anonymization technique is specific and con- figurable, allowing us to research its effect on utility and privacy.

Private kNN-VC: Interpretable Anonymization of Converted Speech Each anonymization technique is specific and con- figurable, allowing us to research its effect on utility and privacy

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:05.972872Z

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 f7879da9-d1ea-4866-af16-de0aebae5dfc · outbound

This paper cites an unresolved cited work.

Private kNN-VC: Interpretable Anonymization of Converted Speech Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:49:06.195391Z

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 9efcaa83-dfd3-40ce-b0d0-24761e299077 · outbound

This paper cites Comparing speech anonymization efficacy by voice conversion using knn and disentangled speaker feature representations,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Comparing speech anonymization efficacy by voice conversion using knn and disentangled speaker feature representations,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:03.417196Z

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 69e6b632-5d9b-4267-b93d-c64cddff3c78 · outbound

This paper cites an unresolved cited work.

Private kNN-VC: Interpretable Anonymization of Converted Speech Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:49:05.828681Z

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 68be18b4-1107-4532-a63f-ffb2a068bcc0 · outbound

This paper cites Introducing the V oicePrivacy Initiative,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Introducing the V oicePrivacy Initiative,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:05.624413Z

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 40d22664-8918-4ec0-9091-b7331b16a7ce · outbound

This paper cites Anonymizing Speech: Evaluating and Designing Speaker Anonymization Techniques,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Anonymizing Speech: Evaluating and Designing Speaker Anonymization Techniques,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:02.796764Z

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 604b3aa0-d14e-4340-8155-7b78b7b6aad2 · outbound

This paper cites Safe- guarding Speech Content Style: Enhancing Privacy Beyond Speaker Identity,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Safe- guarding Speech Content Style: Enhancing Privacy Beyond Speaker Identity,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:05.176996Z

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 b67265ff-0245-4bcc-8c65-8d10b84e993f · outbound

This paper cites The VoicePrivacy 2024 Challenge Evaluation Plan.

Private kNN-VC: Interpretable Anonymization of Converted Speech The VoicePrivacy 2024 Challenge Evaluation Plan

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:48:55.723797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1fe47f0-867e-4bc6-9a2e-303294221ea0 · outbound

This paper cites An Overview of V oice Conversion and Its Challenges: From Statistical Modeling to Deep Learning,.

Private kNN-VC: Interpretable Anonymization of Converted Speech An Overview of V oice Conversion and Its Challenges: From Statistical Modeling to Deep Learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:04.943157Z

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 3253be34-2e5e-4305-b86c-7fbe82ad7581 · outbound

This paper cites V oice Conversion With Just Nearest Neighbors,.

Private kNN-VC: Interpretable Anonymization of Converted Speech V oice Conversion With Just Nearest Neighbors,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:04.692675Z

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 cc3f9857-37d2-4f10-bee8-d7d263d1659d · outbound

This paper cites Towards Audiovisual Anonymization for Remote Psychotherapy: a Subjective Evaluation,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Towards Audiovisual Anonymization for Remote Psychotherapy: a Subjective Evaluation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:04.427897Z

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 31e533f9-ebc1-41a6-a2c0-c0cf7e73284e · outbound

This paper cites Privacy versus emotion preservation trade-offs in emotion-preserving speaker anonymization,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Privacy versus emotion preservation trade-offs in emotion-preserving speaker anonymization,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:04.172201Z

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 74e9e51f-9baf-421b-8e27-3aa4d9e2fb75 · outbound

This paper cites Anonymising Elderly and Pathological Speech: V oice Conversion Using DDSP and Query-by-Example,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Anonymising Elderly and Pathological Speech: V oice Conversion Using DDSP and Query-by-Example,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:03.942959Z

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 b778e950-69c1-4eb7-860d-8b539beee032 · outbound

This paper cites Wavlm: Large-scale self-supervised pre-training for full stack speech processing,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Wavlm: Large-scale self-supervised pre-training for full stack speech processing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:01.204058Z

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 41e9e519-1800-4d6b-bc7b-a5b029645ed4 · outbound

This paper cites Analysing Discrete Self Supervised Speech Representation For Spoken Language Modeling,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Analysing Discrete Self Supervised Speech Representation For Spoken Language Modeling,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:00.977779Z

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 c14169cc-8b7f-4987-aa9c-d00932a3375d · outbound

This paper cites Jurafsky and J.

Private kNN-VC: Interpretable Anonymization of Converted Speech Jurafsky and J

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:03.185641Z

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 d7f5d52a-818b-47f8-a60b-02cc6b14ca3c · outbound

This paper cites It consists of the Librispeech train-clean-100dataset [24], for which the aligned phones were predicted with a g2p model.

Private kNN-VC: Interpretable Anonymization of Converted Speech It consists of the Librispeech train-clean-100dataset [24], for which the aligned phones were predicted with a g2p model

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:07.122576Z

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 cb3e723f-c63f-4ea1-beb6-abb623ae5d14 · outbound

This paper cites Disentangling prosody and timbre embeddings via voice conversion,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Disentangling prosody and timbre embeddings via voice conversion,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:02.951087Z

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 4b68a874-92f9-42c3-9a00-caefc0b9002e · outbound

This paper cites Speaker de- identification via voice transformation,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Speaker de- identification via voice transformation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:02.631555Z

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 40fb84c2-b885-4b0d-acf5-738a27a03ffd · outbound

This paper cites Analysis of Speech Temporal Dynamics in the Context of Speaker V erification and V oice Anonymization,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Analysis of Speech Temporal Dynamics in the Context of Speaker V erification and V oice Anonymization,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:02.419253Z

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 1851bdea-89cb-475e-a569-a5e70573f18f · outbound

This paper cites Explainability for speech models: On the challenges of acoustic feature selection,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Explainability for speech models: On the challenges of acoustic feature selection,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:02.196963Z

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 2f09f60e-6575-4bcc-8430-8eee2159aa5f · outbound

This paper cites Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:01.917873Z

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 6ecf10bc-f7d4-4ef1-96f9-eff2269d5509 · outbound

This paper cites Prosody Is Not Identity: A Speaker Anonymization Approach Using Prosody Cloning,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Prosody Is Not Identity: A Speaker Anonymization Approach Using Prosody Cloning,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:01.693555Z

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 9ddc7516-0527-47fa-bd67-e40cc66c46cc · outbound

This paper cites Fastspeech 2: Fast and high-quality end-to-end text to speech,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Fastspeech 2: Fast and high-quality end-to-end text to speech,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:48:57.204537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2bf9b68-d5fd-44ab-a496-529943bdf9ce · outbound

This paper cites A Comprehensive Evaluation Framework for Speaker Anonymization Systems,.

Private kNN-VC: Interpretable Anonymization of Converted Speech A Comprehensive Evaluation Framework for Speaker Anonymization Systems,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:01.453501Z

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 2b71b79c-3f09-42c2-bb61-60587ec0b9f8 · outbound

This paper cites The voiceprivacy 2022 challenge: Progress and perspectives in voice anonymisation,.

Private kNN-VC: Interpretable Anonymization of Converted Speech The voiceprivacy 2022 challenge: Progress and perspectives in voice anonymisation,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:48:59.441228Z

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 6baadbff-a7e4-4919-a219-441696328b21 · outbound

This paper cites Two-stage and Self-supervised V oice Conversion for Zero-Shot Dysarthric Speech Reconstruction,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Two-stage and Self-supervised V oice Conversion for Zero-Shot Dysarthric Speech Reconstruction,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:48:59.259733Z

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 9c9a52b5-3661-4f5f-bd26-4c73aba32231 · outbound

This paper cites Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:00.801121Z

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 ca9217c1-4a88-4b9b-8133-302932933fd0 · outbound

This paper cites SUPERB: Speech Processing Universal PERformance Benchmark,.

Private kNN-VC: Interpretable Anonymization of Converted Speech SUPERB: Speech Processing Universal PERformance Benchmark,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:00.623216Z

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 660c504c-b53e-440a-b4b5-111218ccb4c1 · outbound

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

Private kNN-VC: Interpretable Anonymization of Converted Speech Librispeech: An ASR corpus based on public domain audio books,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:00.417846Z

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 991ea4aa-2e30-427a-8c33-f92690ea282e · outbound

This paper cites Connection- ist temporal classification: labelling unsegmented sequence data with recurrent neural networks,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Connection- ist temporal classification: labelling unsegmented sequence data with recurrent neural networks,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:00.256767Z

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 4f90d043-4ed7-472b-bd56-7f4080ab4f00 · outbound

This paper cites Zero-Shot Sing Voice Conversion: built upon clustering-based phoneme representations.

Private kNN-VC: Interpretable Anonymization of Converted Speech Zero-Shot Sing Voice Conversion: built upon clustering-based phoneme representations

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:48:58.880759Z

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 72edc44c-ead0-4af2-9657-bcc13fa3ff7e · outbound

This paper cites QR-VC: Leveraging Quantization Residuals for Linear Disentanglement in Zero-Shot Voice Conversion.

Private kNN-VC: Interpretable Anonymization of Converted Speech QR-VC: Leveraging Quantization Residuals for Linear Disentanglement in Zero-Shot Voice Conversion

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:48:58.168676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbcda695-675b-4668-a744-d53b2fc7dc44 · outbound

This paper cites A k-means clustering algorithm,.

Private kNN-VC: Interpretable Anonymization of Converted Speech A k-means clustering algorithm,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:00.035951Z

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 17354918-6f71-4d82-9a3c-ce880a6f72aa · outbound

This paper cites The lj speech dataset,.

Private kNN-VC: Interpretable Anonymization of Converted Speech The lj speech dataset,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:48:59.862029Z

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 8feb7822-dccc-4809-82a9-3dd081085c71 · outbound

This paper cites Libritts: A corpus derived from librispeech for text-to-speech,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Libritts: A corpus derived from librispeech for text-to-speech,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:48:59.603538Z

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 741894d4-0780-4548-b974-7e2c829b6f61 · outbound

This paper cites Iemocap: Interactive emotional dyadic motion capture database,.

Private kNN-VC: Interpretable Anonymization of Converted Speech Iemocap: Interactive emotional dyadic motion capture database,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:48:58.523248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b301c30-be16-47ec-bab5-ac6122862a23 · outbound

This paper cites 1693–1697.

Private kNN-VC: Interpretable Anonymization of Converted Speech 1693–1697

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:05.453516Z

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 e8d147a6-3260-4940-83ec-c3f245e68f96 · outbound

This paper cites 2024, pp.

Private kNN-VC: Interpretable Anonymization of Converted Speech 2024, pp

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:49:03.707657Z

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

Observation c3c71d6c-1884-46bd-b1ea-2a96afec8ac0 · inbound