Paper Citation Record · LEDGER

First Steps Towards Voice Anonymization for Code-Switching Speech

As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2507.01765.

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

pith.paper-citation-record.v1
2507.01765 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:47:51.468112Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:47:48.589086Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T20:47:51.588794Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy26
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9a0d36ce-025e-4373-a123-9010d0e5e51a · outbound

This paper cites Common approaches modify the audio using signal processing [1], voice conversion [2, 3, 4], or cascade systems of speech recognition (ASR) and text-to- speech (TTS) [5].

First Steps Towards Voice Anonymization for Code-Switching Speech Common approaches modify the audio using signal processing [1], voice conversion [2, 3, 4], or cascade systems of speech recognition (ASR) and text-to- speech (TTS) [5]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.479337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e66ba8af-699e-454c-8b1d-be3b139d1f4c · outbound

This paper cites First Steps Towards Voice Anonymization for Code-Switching Speech.

First Steps Towards Voice Anonymization for Code-Switching Speech First Steps Towards Voice Anonymization for Code-Switching Speech

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T20:47:51.640594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eaacaaa5-2295-4777-a6de-eeb739d15741 · outbound

This paper cites Anonymization of VPC datasets In order to understand the general anonymization abilities of each V A model, we first test them on the English datasets provided by the VPC [7].

First Steps Towards Voice Anonymization for Code-Switching Speech Anonymization of VPC datasets In order to understand the general anonymization abilities of each V A model, we first test them on the English datasets provided by the VPC [7]

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.464346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 364cfd06-d28d-4b3f-8dd8-9cff04e3b500 · outbound

This paper cites jobs” and “jumps.

First Steps Towards Voice Anonymization for Code-Switching Speech jobs” and “jumps

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.448791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dbc97bf0-be65-4785-b32f-990f423a4b86 · outbound

This paper cites We prepare two Mandarin-English and Spanish-English datasets for the evalua- tion and experiment with three anonymization methods.

First Steps Towards Voice Anonymization for Code-Switching Speech We prepare two Mandarin-English and Spanish-English datasets for the evalua- tion and experiment with three anonymization methods

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.434118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3b9f6a5a-b776-4791-b31d-b3828cf67f98 · outbound

This paper cites an unresolved cited work.

First Steps Towards Voice Anonymization for Code-Switching Speech Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.020685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97b856cb-b30b-411e-9408-f7bc571d828b · outbound

This paper cites Speaker anonymisation using the mcadams coefficient,.

First Steps Towards Voice Anonymization for Code-Switching Speech Speaker anonymisation using the mcadams coefficient,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.406922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dd2a74ef-0a4d-45d8-95d8-5cb994544e45 · outbound

This paper cites Language-Independent Speaker Anonymization Approach Us- ing Self-Supervised Pre-Trained Models,.

First Steps Towards Voice Anonymization for Code-Switching Speech Language-Independent Speaker Anonymization Approach Us- ing Self-Supervised Pre-Trained Models,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.391865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 26e361f6-4d50-4ad7-92c7-3e7f4c13b17b · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech Speaker Anonymization Using Neural Audio Codec Language Models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.315000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ead5fd4c-aad1-4fca-addd-59631b1f39b9 · outbound

This paper cites Differ- entially private speaker anonymization,.

First Steps Towards Voice Anonymization for Code-Switching Speech Differ- entially private speaker anonymization,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.366497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97dff509-de56-4873-9d0d-62b4eace945e · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech Prosody Is Not Identity: A Speaker Anonymization Approach Using Prosody Cloning,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.530394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d1eec9-d08e-4fd5-b1fa-1cdad2bc5887 · outbound

This paper cites Introducing the V oicePrivacy Initiative,.

First Steps Towards Voice Anonymization for Code-Switching Speech Introducing the V oicePrivacy Initiative,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.656151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c8e2923-f5cf-4d24-9791-806a570d6b56 · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech The V oicePrivacy 2022 Challenge: Progress and Perspec- tives in V oice Anonymisation,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.727398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f87e1ce-3e1f-4081-ac20-29d122a81e01 · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech The V oicePrivacy 2024 Challenge Evaluation Plan,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.857023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5894a5df-66e1-4b36-a8b1-b90a2152d74e · outbound

This paper cites Code-switching in automatic speech recognition: The issues and future directions,.

First Steps Towards Voice Anonymization for Code-Switching Speech Code-switching in automatic speech recognition: The issues and future directions,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.220779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7b726501-d089-4f73-b2f1-88a36e2a729b · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech Lib- rispeech: An ASR corpus based on public domain audio books,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.984617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a72625d7-72a7-4e7f-8d69-b1fa960212a0 · outbound

This paper cites CSTR VCTK Cor- pus: English Multi-speaker Corpus for CSTR V oice Cloning Toolkit (version 0.92),.

First Steps Towards Voice Anonymization for Code-Switching Speech CSTR VCTK Cor- pus: English Multi-speaker Corpus for CSTR V oice Cloning Toolkit (version 0.92),

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.299333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1dde7d09-cdf3-43ee-a7a6-852e4043c10a · outbound

This paper cites IEMOCAP: interac- tive emotional dyadic motion capture database,.

First Steps Towards Voice Anonymization for Code-Switching Speech IEMOCAP: interac- tive emotional dyadic motion capture database,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.281295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6a4cc48c-8455-44b7-ba99-38201a45c2af · outbound

This paper cites Probing the feasibility of mul- tilingual speaker anonymization,.

First Steps Towards Voice Anonymization for Code-Switching Speech Probing the feasibility of mul- tilingual speaker anonymization,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.265508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fb7f6481-e602-4f6e-9605-3704f3df593a · outbound

This paper cites Musa: Multi-lingual speaker anonymization via serial disentan- glement,.

First Steps Towards Voice Anonymization for Code-Switching Speech Musa: Multi-lingual speaker anonymization via serial disentan- glement,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.251125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1a448467-1557-411b-9413-cd035e009554 · outbound

This paper cites Analyzing Language-Independent Speaker Anonymization Framework under Unseen Conditions,.

First Steps Towards Voice Anonymization for Code-Switching Speech Analyzing Language-Independent Speaker Anonymization Framework under Unseen Conditions,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.236406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 779a5336-f7ca-421e-94a3-6d82cd9be6a4 · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech HiFi-GAN: Generative Adversar- ial Networks for Efficient and High Fidelity Speech Synthesis,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:53.160582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 53d6d84d-fe1a-493c-838b-6f24ad08b593 · outbound

This paper cites From codeswitching via language mixing to fused lects: Toward a dynamic typology of bilingual speech,.

First Steps Towards Voice Anonymization for Code-Switching Speech From codeswitching via language mixing to fused lects: Toward a dynamic typology of bilingual speech,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.173044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2ec4a0ab-bf48-494d-9cbc-99643020ee99 · outbound

This paper cites Seame: a mandarin- english code-switching speech corpus in south-east asia,.

First Steps Towards Voice Anonymization for Code-Switching Speech Seame: a mandarin- english code-switching speech corpus in south-east asia,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:50.539136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c19e605c-1c99-424c-aff9-fd74289aeec7 · outbound

This paper cites Spectral fusion, spectral parsing and the forma- tion of auditory images,.

First Steps Towards Voice Anonymization for Code-Switching Speech Spectral fusion, spectral parsing and the forma- tion of auditory images,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:54.018828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dd8541b5-df08-42c7-8adb-e67eaf2aaf56 · outbound

This paper cites Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,.

First Steps Towards Voice Anonymization for Code-Switching Speech Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:53.795984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 62dca4dd-d59c-4fed-ad5c-c612af5700d1 · outbound

This paper cites Yet another algorithm for pitch tracking,.

First Steps Towards Voice Anonymization for Code-Switching Speech Yet another algorithm for pitch tracking,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:53.568749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 59edf8fa-e1c4-424d-978d-566198e289e8 · outbound

This paper cites Ecapa-tdnn: Emphasized channel attention, propagation and aggregation in tdnn based speaker verification,.

First Steps Towards Voice Anonymization for Code-Switching Speech Ecapa-tdnn: Emphasized channel attention, propagation and aggregation in tdnn based speaker verification,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:53.339462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c96e4dd1-6b53-4df7-8728-1190dd47e902 · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech V oicePAT: An Efficient Open- Source Evaluation Toolkit for V oice Privacy Research,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:51.391577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3ea6088-7867-410c-8427-880b98f2c9da · outbound

This paper cites Generative adver- sarial nets,.

First Steps Towards Voice Anonymization for Code-Switching Speech Generative adver- sarial nets,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:53.052353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cf59b01b-2567-4d94-91f2-84ccdf2717ce · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech Robust speech recognition via large-scale weak su- pervision,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:52.829932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6df5f6e0-3b25-462a-b48b-7dd9795fbd77 · outbound

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

First Steps Towards Voice Anonymization for Code-Switching Speech Fastspeech 2: Fast and high-quality end-to-end text to speech,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:52.583175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 40670574-6b60-4626-a2f9-0a37e886d4ad · outbound

This paper cites The ims tou- can system for the blizzard challenge 2021,.

First Steps Towards Voice Anonymization for Code-Switching Speech The ims tou- can system for the blizzard challenge 2021,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:52.258752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a5fba133-e19a-4a15-adfe-2e1f407f9d61 · outbound

This paper cites Anonymizing speech with generative adversarial networks to preserve speaker privacy,.

First Steps Towards Voice Anonymization for Code-Switching Speech Anonymizing speech with generative adversarial networks to preserve speaker privacy,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:52.090028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b25ce9b6-2921-450a-8af1-f16f8c7a2f50 · outbound

This paper cites Meta Learning Text-to-Speech Synthesis in over 7000 Languages,.

First Steps Towards Voice Anonymization for Code-Switching Speech Meta Learning Text-to-Speech Synthesis in over 7000 Languages,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:51.990012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d8ea92c-0e6e-46b4-8168-b607f81f7252 · outbound

This paper cites Adapt- ing openai’s whisper for speech recognition on code-switch mandarin-english seame and asru2019 datasets,.

First Steps Towards Voice Anonymization for Code-Switching Speech Adapt- ing openai’s whisper for speech recognition on code-switch mandarin-english seame and asru2019 datasets,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:47:51.810842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f9f17532-2e3f-4c52-b5d9-b6f676460f91 · outbound

This paper cites The VoicePrivacy 2024 Challenge Evaluation Plan.

First Steps Towards Voice Anonymization for Code-Switching Speech The VoicePrivacy 2024 Challenge Evaluation Plan

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:49.923408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e66ba8af-699e-454c-8b1d-be3b139d1f4c · inbound