Paper Citation Record · LEDGER

ClaritySpeech: Dementia Obfuscation in Speech

As of 22 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2507.09282.

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

pith.paper-citation-record.v1
2507.09282 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:06:34.191505Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:06:30.582887Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T18:06:36.154297Z

Reference resolution

41 of 41 outbound references displayed

verified exact7
verified fuzzy23
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 781ce01d-fd21-4fbf-b578-46f356a46505 · outbound

This paper cites ClaritySpeech: Dementia Obfuscation in Speech.

ClaritySpeech: Dementia Obfuscation in Speech ClaritySpeech: Dementia Obfuscation in Speech

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:06:36.269971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a5174de5-9f33-4f3b-8d0f-d6dcd2fb6822 · outbound

This paper cites weakness.

ClaritySpeech: Dementia Obfuscation in Speech weakness

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:40.745850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a0e24cf6-4b7c-492b-aceb-81035f9a0a15 · outbound

This paper cites Datasets We evaluate our systems on the ADReSS (ADR) [25] and ADReSSo (ADRo) [25] datasets.

ClaritySpeech: Dementia Obfuscation in Speech Datasets We evaluate our systems on the ADReSS (ADR) [25] and ADReSSo (ADRo) [25] datasets

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:40.537812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5556db1c-9eb0-4d8c-a075-8509ad72c93d · outbound

This paper cites We find that all systems provide significant pri- vacy and utility gain regardless of the TTS system 6.

ClaritySpeech: Dementia Obfuscation in Speech We find that all systems provide significant pri- vacy and utility gain regardless of the TTS system 6

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:40.355765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fa1ccff2-ca66-4212-b359-c09b74e9bc25 · outbound

This paper cites We also find that the impact of the transcription error is mitigated by the text obfuscation mechanism.

ClaritySpeech: Dementia Obfuscation in Speech We also find that the impact of the transcription error is mitigated by the text obfuscation mechanism

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:40.129649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d0983d1d-d268-4864-9c70-c37f3cf1ee46 · outbound

This paper cites We propose an end-to-end framework that transforms both text and audio to conceal dementia markers while maintaining con- tent and speaker similarity.

ClaritySpeech: Dementia Obfuscation in Speech We propose an end-to-end framework that transforms both text and audio to conceal dementia markers while maintaining con- tent and speaker similarity

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:39.950714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f7adbe9f-b1e7-4300-8c80-ff3587cb1883 · outbound

This paper cites Identifying mild cognitive impairment and mild alzheimer’s disease based on spontaneous speech using asr and linguistic features,.

ClaritySpeech: Dementia Obfuscation in Speech Identifying mild cognitive impairment and mild alzheimer’s disease based on spontaneous speech using asr and linguistic features,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:39.741902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e94efe0-54ae-42b8-93c7-78a2904e3205 · outbound

This paper cites Automatic speech analysis for the assessment of patients with predementia and alzheimer’s disease,.

ClaritySpeech: Dementia Obfuscation in Speech Automatic speech analysis for the assessment of patients with predementia and alzheimer’s disease,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:39.531296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ba1a7e17-f278-497f-b731-2a353277258c · outbound

This paper cites Con- nected speech as a marker of disease progression in autopsy- proven alzheimer’s disease,.

ClaritySpeech: Dementia Obfuscation in Speech Con- nected speech as a marker of disease progression in autopsy- proven alzheimer’s disease,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:39.329401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 280c5523-01a2-4183-9087-5acb8975a93b · outbound

This paper cites Quantifying the effect of speech pathology on automatic and human speaker verification.

ClaritySpeech: Dementia Obfuscation in Speech Quantifying the effect of speech pathology on automatic and human speaker verification

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:06:36.041755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e2d97144-22d7-427a-8588-686334a35afa · outbound

This paper cites Artificial in- telligence, speech, and language processing approaches to mon- itoring alzheimer’s disease: a systematic review,.

ClaritySpeech: Dementia Obfuscation in Speech Artificial in- telligence, speech, and language processing approaches to mon- itoring alzheimer’s disease: a systematic review,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:39.145894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bfbd49d5-1c8d-4784-a0f4-5b6fca6bbc42 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,.

ClaritySpeech: Dementia Obfuscation in Speech wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:31.421778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ef397d6-6d32-4a78-9463-e97db4f310a9 · outbound

This paper cites Robust speech recognition via large-scale weak su- pervision,.

ClaritySpeech: Dementia Obfuscation in Speech Robust speech recognition via large-scale weak su- pervision,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:31.507335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1698a8fe-be84-43ae-b527-0defdb5ef1a3 · outbound

This paper cites A survey of automatic speech recognition for dysarthric speech,.

ClaritySpeech: Dementia Obfuscation in Speech A survey of automatic speech recognition for dysarthric speech,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:38.973899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c193a801-3c19-4ac5-a11c-72a79c2580a5 · outbound

This paper cites Rethinking Evaluation in ASR: Are Our Models Robust Enough?.

ClaritySpeech: Dementia Obfuscation in Speech Rethinking Evaluation in ASR: Are Our Models Robust Enough?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:31.670171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b05cb50-b374-45c7-bd32-9380b858d038 · outbound

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

ClaritySpeech: Dementia Obfuscation in Speech XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:31.756606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7bf3de1-a036-4b97-99ff-188a5b74e9b5 · outbound

This paper cites VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild.

ClaritySpeech: Dementia Obfuscation in Speech VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:31.823713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e85048fc-3a29-4693-a85a-9021b635aa11 · outbound

This paper cites Quality of life of patients after total laryngectomy: the struggle against stigmatization and social exclusion using speech synthesis,.

ClaritySpeech: Dementia Obfuscation in Speech Quality of life of patients after total laryngectomy: the struggle against stigmatization and social exclusion using speech synthesis,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:38.828966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7196169a-15f8-4eb2-905d-2fffd4031b14 · outbound

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

ClaritySpeech: Dementia Obfuscation in Speech Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:06:35.800344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c708b984-3d33-43a1-9914-4aec36af164b · outbound

This paper cites Differentially private adversarial auto- encoder to protect gender in voice biometrics,.

ClaritySpeech: Dementia Obfuscation in Speech Differentially private adversarial auto- encoder to protect gender in voice biometrics,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:38.704091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e1343563-326d-4e06-965c-93fdf4aab15e · outbound

This paper cites Privacy-preserving voice analysis via disentangled representations,.

ClaritySpeech: Dementia Obfuscation in Speech Privacy-preserving voice analysis via disentangled representations,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:38.525023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2ccff8d9-f022-4030-97f3-2258279470d2 · outbound

This paper cites FluentSpeech: Stutter-Oriented Automatic Speech Editing with Context-Aware Diffusion Models.

ClaritySpeech: Dementia Obfuscation in Speech FluentSpeech: Stutter-Oriented Automatic Speech Editing with Context-Aware Diffusion Models

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:06:35.510986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 76f2cf9c-dcc3-4687-88f4-ebdccc2e5dfe · outbound

This paper cites Accurate synthesis of dysarthric speech for asr data augmenta- tion,.

ClaritySpeech: Dementia Obfuscation in Speech Accurate synthesis of dysarthric speech for asr data augmenta- tion,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:38.408438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c56c998e-6b35-4b4b-a5dc-57480084d659 · outbound

This paper cites Data augmentation using healthy speech for dysarthric speech recognition,.

ClaritySpeech: Dementia Obfuscation in Speech Data augmentation using healthy speech for dysarthric speech recognition,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:38.245345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1c009077-53b7-4f8b-b977-ec3e1326dc59 · outbound

This paper cites Few-shot dysarthric speech recog- nition with text-to-speech data augmentation,.

ClaritySpeech: Dementia Obfuscation in Speech Few-shot dysarthric speech recog- nition with text-to-speech data augmentation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:38.076068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 794ca4c1-0ce9-46dc-9128-1a10646350ac · outbound

This paper cites Using hmm-based speech synthesis to reconstruct the voice of individuals with degenerative speech disorders.

ClaritySpeech: Dementia Obfuscation in Speech Using hmm-based speech synthesis to reconstruct the voice of individuals with degenerative speech disorders

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:37.930130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9a682c42-368a-4be4-ac2d-572d826f8cfa · outbound

This paper cites Building personalised synthetic voices for individuals with severe speech impairment,.

ClaritySpeech: Dementia Obfuscation in Speech Building personalised synthetic voices for individuals with severe speech impairment,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:37.747877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 022ca19d-7c26-4454-a082-4444dfce72c2 · outbound

This paper cites A Preliminary Study of a Two-Stage Paradigm for Preserving Speaker Identity in Dysarthric Voice Conversion.

ClaritySpeech: Dementia Obfuscation in Speech A Preliminary Study of a Two-Stage Paradigm for Preserving Speaker Identity in Dysarthric Voice Conversion

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:06:35.241339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1fe85b4a-d356-4b4c-b945-91dc1d3c8de9 · outbound

This paper cites Learning Explicit Prosody Models and Deep Speaker Embeddings for Atypical Voice Conversion.

ClaritySpeech: Dementia Obfuscation in Speech Learning Explicit Prosody Models and Deep Speaker Embeddings for Atypical Voice Conversion

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:06:34.869842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4c72e24d-0668-4e28-9e5c-53945f743d65 · outbound

This paper cites Didots: Knowledge distilla- tion from large-language-models for dementia obfuscation in tran- scribed speech,.

ClaritySpeech: Dementia Obfuscation in Speech Didots: Knowledge distilla- tion from large-language-models for dementia obfuscation in tran- scribed speech,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:37.514999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7acbbd81-f552-41b7-80f0-7c771cff562d · outbound

This paper cites Alzheimer's Dementia Recognition through Spontaneous Speech: The ADReSS Challenge.

ClaritySpeech: Dementia Obfuscation in Speech Alzheimer's Dementia Recognition through Spontaneous Speech: The ADReSS Challenge

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:32.832786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82cb07e1-0b3a-4554-a8a5-6444bb91caf3 · outbound

This paper cites Silero vad: pre-trained enterprise-grade voice activity detector (vad), number detector and language classifier,.

ClaritySpeech: Dementia Obfuscation in Speech Silero vad: pre-trained enterprise-grade voice activity detector (vad), number detector and language classifier,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:32.907548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73362887-6a88-4d41-8a16-a1a075c323b7 · outbound

This paper cites Dis- fluencies and fine-tuning pre-trained language models for detec- tion of alzheimer’s disease.

ClaritySpeech: Dementia Obfuscation in Speech Dis- fluencies and fine-tuning pre-trained language models for detec- tion of alzheimer’s disease

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:37.312153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e8bf66e-3dd7-463e-89e6-7a04f0b91362 · outbound

This paper cites Data augmentation for dementia detection in spo- ken language,.

ClaritySpeech: Dementia Obfuscation in Speech Data augmentation for dementia detection in spo- ken language,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:37.025688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2d473cb5-67d0-40d7-99fe-030483398f22 · outbound

This paper cites Artificial intelligence-enabled end-to- end detection and assessment of alzheimer’s disease using voice,.

ClaritySpeech: Dementia Obfuscation in Speech Artificial intelligence-enabled end-to- end detection and assessment of alzheimer’s disease using voice,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:36.752269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 160b52ad-b793-4a47-afb0-4ed55e9d0f95 · outbound

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

ClaritySpeech: Dementia Obfuscation in Speech Hifi-gan: Generative adversarial net- works for efficient and high fidelity speech synthesis,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:33.429929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1ade722-2303-4d20-b062-ba62fee06d6b · outbound

This paper cites Styletts 2: Towards human-level text-to-speech through style dif- fusion and adversarial training with large speech language mod- els,.

ClaritySpeech: Dementia Obfuscation in Speech Styletts 2: Towards human-level text-to-speech through style dif- fusion and adversarial training with large speech language mod- els,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:06:36.499983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1e7bddab-4b1c-421a-8be0-9ac862037162 · outbound

This paper cites HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesis.

ClaritySpeech: Dementia Obfuscation in Speech HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesis

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:33.784245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e35c16ea-a3eb-4f3f-8629-9ba639b6c15e · outbound

This paper cites MP-SENet: A Speech Enhancement Model with Parallel Denoising of Magnitude and Phase Spectra.

ClaritySpeech: Dementia Obfuscation in Speech MP-SENet: A Speech Enhancement Model with Parallel Denoising of Magnitude and Phase Spectra

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:06:34.501336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b5972a87-c4f4-4bd0-a577-9f8c9b5468c3 · outbound

This paper cites UTMOS: UTokyo-SaruLab System for VoiceMOS Challenge 2022.

ClaritySpeech: Dementia Obfuscation in Speech UTMOS: UTokyo-SaruLab System for VoiceMOS Challenge 2022

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:34.084211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1420ab74-286d-4270-b226-cc964c190c8f · outbound

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

ClaritySpeech: Dementia Obfuscation in Speech ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:34.191505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 781ce01d-fd21-4fbf-b578-46f356a46505 · inbound