Paper Citation Record · LEDGER

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2507.22534.

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

pith.paper-citation-record.v1
2507.22534 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:40:33.086650Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:40:32.951239Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T11:40:33.153382Z

Reference resolution

36 of 36 outbound references displayed

verified exact1
verified fuzzy28
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7670e3cc-5e67-422f-9ab1-1be57e116edb · outbound

This paper cites State-of-the-art solutions operate upon multiple features extracted from the input speech signal.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation State-of-the-art solutions operate upon multiple features extracted from the input speech signal

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.611694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c1f37784-befa-44ce-87dc-bb5d1e13e6a5 · outbound

This paper cites The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:40:33.159838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c3bc7236-7e88-4fe3-889c-174afc01e23d · outbound

This paper cites We then show similar findings when the two anonymisation systems differ only in terms of a single module.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation We then show similar findings when the two anonymisation systems differ only in terms of a single module

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T11:40:33.597840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 632c0ceb-5a8d-4d03-b311-ac63e732ec58 · outbound

This paper cites an unresolved cited work.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:40:33.582529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cf86256c-ebd3-4392-aac7-65e3476f4607 · outbound

This paper cites an unresolved cited work.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:40:33.568833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6ef64b36-7c9d-464c-9fb9-ff64b144d574 · outbound

This paper cites Introducing the V oicePrivacy Initiative,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Introducing the V oicePrivacy Initiative,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.555139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 09fc5048-0d57-498b-b2d4-f5ce7bc6a05e · outbound

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

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation The V oicePrivacy 2022 Challenge: Progress and Perspec- tives in V oice Anonymisation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.540864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 337e2459-7bb8-4618-bbba-e7cd1e51b2d2 · outbound

This paper cites The V oicePrivacy 2024 Challenge Evaluation Plan,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation The V oicePrivacy 2024 Challenge Evaluation Plan,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.527916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0df113cf-30d2-4ac4-94e9-a0dd23b57583 · outbound

This paper cites Wasserstein GAN with quadratic transport cost,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Wasserstein GAN with quadratic transport cost,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.463097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 365eb455-ec8a-44c8-a8e4-29fb50acc595 · outbound

This paper cites The First VoicePrivacy Attacker Challenge Evaluation Plan.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation The First VoicePrivacy Attacker Challenge Evaluation Plan

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T11:40:32.985875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f18bd837-7f56-4daf-ba36-61f7cf452a5f · outbound

This paper cites Anonymizing speech: Evaluating and designing speaker anonymization techniques,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Anonymizing speech: Evaluating and designing speaker anonymization techniques,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T11:40:32.990423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 177f367c-dd78-45c9-8cc9-27e79f82c9b7 · outbound

This paper cites Speaker Anonymization Using Orthogonal Householder Neural Network,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Speaker Anonymization Using Orthogonal Householder Neural Network,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.504423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4b729406-4317-423a-8a4b-b2176759f4a5 · outbound

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

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Prosody Is Not Identity: A Speaker Anonymization Approach Using Prosody Cloning,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.491521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bc4c476c-3398-446d-bec3-34f0390bf635 · outbound

This paper cites Branchformer: Parallel MLP-attention architectures to capture local and global context for speech recognition and understanding,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Branchformer: Parallel MLP-attention architectures to capture local and global context for speech recognition and understanding,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.476357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a1869d9b-0cad-43eb-8b12-da73791d0297 · outbound

This paper cites ECAPA- TDNN: Emphasized Channel Attention, Propagation and Ag- gregation in TDNN Based Speaker Verification,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation ECAPA- TDNN: Emphasized Channel Attention, Propagation and Ag- gregation in TDNN Based Speaker Verification,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.384111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5101c070-6b7f-45c9-b278-02e5ae6583d5 · outbound

This paper cites HiFi-GAN: Generative Adversar- ial Networks for Efficient and High Fidelity Speech Synthesis,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation HiFi-GAN: Generative Adversar- ial Networks for Efficient and High Fidelity Speech Synthesis,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.450325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0b85af54-c42e-48b1-908b-b208862e4ac1 · outbound

This paper cites Speaker Anonymization Using Neural Audio Codec Language Models,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Speaker Anonymization Using Neural Audio Codec Language Models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.436689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 45b68d5c-df93-4c86-bdec-eeb258bdb2ba · outbound

This paper cites High Fidelity Neural Audio Compression,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation High Fidelity Neural Audio Compression,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.423995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1999726f-0378-4477-83d6-8eeee3e9cb7d · outbound

This paper cites wav2vec 2.0: a framework for self-supervised learning of speech representa- tions,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation wav2vec 2.0: a framework for self-supervised learning of speech representa- tions,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.410885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb605f99-fb86-425e-ac80-4e2993fb82dc · outbound

This paper cites A comparison of discrete and soft speech units for improved voice conversion,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation A comparison of discrete and soft speech units for improved voice conversion,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.397141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3ac27abe-d193-460d-aa0b-1abc29059e00 · outbound

This paper cites Preserving spoken con- tent in voice anonymisation with character-level vocoder condi- tioning,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Preserving spoken con- tent in voice anonymisation with character-level vocoder condi- tioning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.298149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2907374-ba12-4ce1-9aa2-5df12b536b56 · outbound

This paper cites V oicePAT: An Efficient Open- Source Evaluation Toolkit for V oice Privacy Research,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation V oicePAT: An Efficient Open- Source Evaluation Toolkit for V oice Privacy Research,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.370170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cfbd0610-d2b2-48ce-b45f-d40a0c356df7 · outbound

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

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Lib- rispeech: An ASR corpus based on public domain audio books,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.356029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation afd2ea10-e008-4cec-af0c-7d19f6e94e34 · outbound

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

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Evaluating V oice Conversion- Based Privacy Protection against Informed Attackers,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.342386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2529edd-1a6c-4245-93ad-ddab86b66360 · outbound

This paper cites BigVGAN: A Universal Neural V ocoder with Large-Scale Train- ing,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation BigVGAN: A Universal Neural V ocoder with Large-Scale Train- ing,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.326841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0813632b-ede6-49a9-a399-54a33ff00720 · outbound

This paper cites V ocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesis,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation V ocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesis,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.311888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 072e4d8b-3333-4d8e-be0d-c2551b95294f · outbound

This paper cites V ocoder drift compensation by x-vector alignment in speaker anonymisation,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation V ocoder drift compensation by x-vector alignment in speaker anonymisation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.215925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6dc8cb4d-273d-41c1-af2a-2b299f73ff43 · outbound

This paper cites Semi-Orthogonal Low-Rank Matrix Factor- ization for Deep Neural Networks,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Semi-Orthogonal Low-Rank Matrix Factor- ization for Deep Neural Networks,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.283709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a6274037-c9ce-4af5-819b-a3edca4df803 · outbound

This paper cites Modeling Pseudo- Speaker Uncertainty in V oice Anonymization,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Modeling Pseudo- Speaker Uncertainty in V oice Anonymization,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.269558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cf3a8494-c1ab-4843-9d1b-2d521b6460af · outbound

This paper cites HLTCOE JHU Submission to the V oice Privacy Challenge 2024,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation HLTCOE JHU Submission to the V oice Privacy Challenge 2024,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.255338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1266abd6-449b-4a45-9d54-a87123bbfcf5 · outbound

This paper cites LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T11:40:33.068021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10ec2f72-ca64-4dac-8b92-74124454fc01 · outbound

This paper cites V ocoder drift in x- vector–based speaker anonymization,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation V ocoder drift in x- vector–based speaker anonymization,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.230456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c26fb4a6-726b-495e-92e0-4488f7cc940e · outbound

This paper cites Differ- entially Private Speaker Anonymization,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Differ- entially Private Speaker Anonymization,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.202211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 87e1fb7c-18a3-446e-b126-c9a8343dbc73 · outbound

This paper cites James, D.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation James, D

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.187468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 86f84cfd-2f02-4078-a4b8-ec3401fe82b1 · outbound

This paper cites Speaker Anonymisation Using the McAdams Coefficient,.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation Speaker Anonymisation Using the McAdams Coefficient,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:40:33.173917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa630d32-c287-4b23-a731-ae1d22b3f920 · outbound

This paper cites The VoicePrivacy 2024 Challenge Evaluation Plan.

The Risks and Detection of Overestimated Privacy Protection in Voice Anonymisation The VoicePrivacy 2024 Challenge Evaluation Plan

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T11:40:32.981518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c1f37784-befa-44ce-87dc-bb5d1e13e6a5 · inbound