Paper Citation Record · LEDGER

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks

As of 10 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2509.18413.

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

pith.paper-citation-record.v1
2509.18413 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:51:50.186627Z

measured 27 of 27 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 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

27 of 27 outbound references displayed

verified exact0
verified fuzzy0
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bdb8b183-c52a-41c8-a1fa-a500404326b0 · outbound

This paper cites General Data Protection Regulation.https://gdpr-info.eu/, 2016.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks General Data Protection Regulation.https://gdpr-info.eu/, 2016

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.373163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b8d6bed-d359-4b0f-a10a-20db072f5dfd · outbound

This paper cites V oicepm: A robust privacy measurement on voice anonymity.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks V oicepm: A robust privacy measurement on voice anonymity

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.407579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 709ce5aa-7132-442a-aa6f-93e5d5d61db1 · outbound

This paper cites Speaker-dependent audio-visual emotion recognition.personal.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Speaker-dependent audio-visual emotion recognition.personal

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.476070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91c5c44e-8009-465a-9d69-f6ced7f46081 · outbound

This paper cites Addressing challenges in speaker anonymization to maintain utility while ensuring privacy of pathological speech.Communications Medicine, 4(1):182, 2024.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Addressing challenges in speaker anonymization to maintain utility while ensuring privacy of pathological speech.Communications Medicine, 4(1):182, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.566364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 659f2a91-7543-471a-a4c8-eca0261577f7 · outbound

This paper cites Obfuscation via pitch-shifting for balancing privacy and diagnostic utility in voice-based cognitive assessment.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Obfuscation via pitch-shifting for balancing privacy and diagnostic utility in voice-based cognitive assessment

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.617720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2a68e97-8338-403a-9d90-831833dec276 · outbound

This paper cites The VoicePrivacy 2024 Challenge Evaluation Plan.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks The VoicePrivacy 2024 Challenge Evaluation Plan

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.672584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb470c8e-7625-4dc3-9045-fafae66d6fac · outbound

This paper cites The Privacy ZEBRA: Zero Evidence Biometric Recognition Assessment.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks The Privacy ZEBRA: Zero Evidence Biometric Recognition Assessment

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.775498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 371fa58b-01c6-40ee-bfb7-dcabefb4f0cb · outbound

This paper cites Membership inference attacks from first principles.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Membership inference attacks from first principles

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:29.838183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcdb5c53-0ef8-49ee-b9bc-931a1165f757 · outbound

This paper cites Membership inference attacks against machine learning models.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Membership inference attacks against machine learning models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:30.026116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c23366c-cb2b-4d6f-b2c7-7cc2e49c31e7 · outbound

This paper cites Differential privacy.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Differential privacy

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:30.296951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c83bd7bd-c136-40e9-8699-e71e241b8a76 · outbound

This paper cites User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition in Federated Learning.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition in Federated Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:50.647601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8dda2bf-f40d-4496-9d80-a299230185a9 · outbound

This paper cites Asynchronous Voice Anonymization Using Adversarial Perturbation On Speaker Embedding.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Asynchronous Voice Anonymization Using Adversarial Perturbation On Speaker Embedding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T15:50:50.692174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 416d7941-2f84-4635-a4fc-943416db44a0 · outbound

This paper cites Differentially Private Speaker Anonymization.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Differentially Private Speaker Anonymization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:15.934569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49655076-d22e-47b4-bf15-37ad99b4e463 · outbound

This paper cites Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:38.138736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7be06c7-1b09-4000-b35f-1bedd4326867 · outbound

This paper cites Legally validated evaluation framework for voice anonymization.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Legally validated evaluation framework for voice anonymization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:44.612453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c7a9557-d118-48bf-9690-9fc7d2343b6e · outbound

This paper cites Bounding Membership Inference.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Bounding Membership Inference

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:46.886982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 669adc67-2243-4bdd-85d2-9bca6c09596b · outbound

This paper cites XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:48.942690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7102cd6-7edb-4ef7-bb45-ec8a1bc874eb · outbound

This paper cites LibriTTS-R: A Restored Multi-Speaker Text-to-Speech Corpus.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks LibriTTS-R: A Restored Multi-Speaker Text-to-Speech Corpus

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.063897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adff2d95-9112-4ef9-9fca-b0eee38c494c · outbound

This paper cites Vox-Profile: A Speech Foundation Model Benchmark for Characterizing Diverse Speaker and Speech Traits.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Vox-Profile: A Speech Foundation Model Benchmark for Characterizing Diverse Speaker and Speech Traits

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.080902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db37e326-35c9-4b36-8c01-9cb4c2a404f8 · outbound

This paper cites Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.100351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 010a771a-a61a-49eb-a394-7457f143a148 · outbound

This paper cites Scaling rich style-prompted text-to-speech datasets.arXiv preprint arXiv:2503.04713, 2025.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Scaling rich style-prompted text-to-speech datasets.arXiv preprint arXiv:2503.04713, 2025

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.115905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acf196b5-842d-4362-b58d-b12f0cbebac4 · outbound

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

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Anonymizing Speech: Evaluating and Designing Speaker Anonymization Techniques

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.134928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 383c8df7-12ed-490c-b680-4f48904d5f0f · outbound

This paper cites Spamcop: A spam classification & organization program.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Spamcop: A spam classification & organization program

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.149162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac94841-7db3-4e1c-8c92-a712bf44bb4a · outbound

This paper cites Better malware ground truth: Techniques for weighting anti-virus vendor labels.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Better malware ground truth: Techniques for weighting anti-virus vendor labels

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.160130Z

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Unavailable: canonical work link unavailable.

Observation e37d596b-729d-4ccb-9125-a9b3fbb8307e · outbound

This paper cites Detecting credential spearphishing in enterprise settings.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Detecting credential spearphishing in enterprise settings

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.169517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecf8103a-f152-447a-a6fc-d9dae8ae6b9b · outbound

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

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.178992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b782cd1-268c-4562-ae15-9ebfefcd7ceb · outbound

This paper cites Vauquier and et al.

VoxGuard: Evaluating User and Attribute Privacy in Speech via Membership Inference Attacks Vauquier and et al

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T15:51:50.186627Z

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Pith citing papers

No inbound Pith citation observations are available.