Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake | Paper Citation Record

Observation 9a6fe7f9-8bc2-4a3f-832d-4a6505bd21ba · outbound

This paper cites Recent advances in end-to-end automatic speech recognition,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Recent advances in end-to-end automatic speech recognition,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.082405Z

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Observation aae91876-af6e-49ea-893a-c7a6fb99f74f · outbound

This paper cites A deep learning ap- proaches in text-to-speech system: A systematic review and recent research perspective,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake A deep learning ap- proaches in text-to-speech system: A systematic review and recent research perspective,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.096659Z

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Unavailable: canonical work link unavailable.

Observation 1f49d032-4a15-4d7d-9481-f3cf608754b0 · outbound

This paper cites Speaker recognition based on deep learning: An overview,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Speaker recognition based on deep learning: An overview,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.111107Z

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Unavailable: canonical work link unavailable.

Observation ed302aa8-3f6c-4159-b803-86b44653a599 · outbound

This paper cites Neural codec language models are zero-shot text to speech synthesizers,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Neural codec language models are zero-shot text to speech synthesizers,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.121669Z

Source-reported events for the cited work

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Observation 288aa7da-3c51-4484-b8cd-f5d2e4622ae9 · outbound

This paper cites CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.134496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13ebb74-c1a0-4a6b-84ea-40cf29ffd7a1 · outbound

This paper cites MegaTTS 3: Sparse alignment enhanced latent diffusion transformer for zero-shot speech synthesis,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake MegaTTS 3: Sparse alignment enhanced latent diffusion transformer for zero-shot speech synthesis,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.144139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f8ce18a-bfce-47bb-bfe1-46d197756fb0 · outbound

This paper cites Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.154816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a3e4022-353b-4a2a-93e3-d87f993e14dd · outbound

This paper cites General Data Protection Regulation,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake General Data Protection Regulation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.686625Z

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 9496fa9a-b4b5-46d4-8465-906c90a2350e · outbound

This paper cites Interim Regulations for the Management of Generative Arti- ficial Intelligence Services.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Interim Regulations for the Management of Generative Arti- ficial Intelligence Services

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.672908Z

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 eecc90bb-72e7-45f1-853b-deb2eb72ff87 · outbound

This paper cites Act on the Protection of Personal Information,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Act on the Protection of Personal Information,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.659534Z

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 5ea0d123-4b28-4dff-b404-e0d54a51287c · outbound

This paper cites Personal Data Protection Act 2012,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Personal Data Protection Act 2012,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.645881Z

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 73f332f7-7164-47af-b82b-81769359693f · outbound

This paper cites Introducing the voiceprivacy initiative,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Introducing the voiceprivacy initiative,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.631844Z

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 e7bca86c-5222-46af-8460-797db5bf7685 · outbound

This paper cites Audio Deepfake Detection: A Survey.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Audio Deepfake Detection: A Survey

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:06.326450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ad34249-0a39-434b-b85d-36fdd6d43807 · outbound

This paper cites Deep audio water- marks are shallow: Limitations of post-hoc watermarking tech- niques for speech,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Deep audio water- marks are shallow: Limitations of post-hoc watermarking tech- niques for speech,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.617667Z

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 ecb984a8-5b70-4f10-ae03-4e75a5a84e8d · outbound

This paper cites The analog voice privacy system,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake The analog voice privacy system,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.603181Z

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 5efb4539-66d2-4703-b2d5-f0547f08d5b1 · outbound

This paper cites Ana- log scramblers for speech based on sequential permutations in time and frequency,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Ana- log scramblers for speech based on sequential permutations in time and frequency,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.589445Z

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 7ef2fcb6-6145-4ef5-81d0-0752f656481b · outbound

This paper cites Analog voice privacy systems using TFSP scrambling: Full duplex and half duplex,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Analog voice privacy systems using TFSP scrambling: Full duplex and half duplex,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.576284Z

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 57ccc8a6-369c-4f56-b26c-9e2ca9a77632 · outbound

This paper cites Introducing the voiceprivacy initiative,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Introducing the voiceprivacy initiative,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.562160Z

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 4e92c8a0-b8c6-4120-b272-36b3cfe205e5 · outbound

This paper cites Speaker anonymization using x-vector and neural waveform models,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Speaker anonymization using x-vector and neural waveform models,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.549121Z

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 005ff6d4-28b9-47f5-9506-9fd3abd82e77 · outbound

This paper cites You talk too much: Limiting privacy exposure via voice input,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake You talk too much: Limiting privacy exposure via voice input,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.535591Z

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 14701dfa-ae2c-4b1a-a564-4d7a7c17e2d0 · outbound

This paper cites Speech sanitizer: Speech content desensitization and voice anonymization,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Speech sanitizer: Speech content desensitization and voice anonymization,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.521474Z

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 cb850e3c-00a5-48a6-92b5-6c83e19409db · outbound

This paper cites Speaker anonymisation using the McAdams coeffi- cient,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Speaker anonymisation using the McAdams coeffi- cient,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.507262Z

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 cc6b0eee-2e45-4d80-859c-ad1d69d7dc0f · outbound

This paper cites VoiceMask: Anonymize and Sanitize Voice Input on Mobile Devices.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake VoiceMask: Anonymize and Sanitize Voice Input on Mobile Devices

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-04T23:46:11.990490Z

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 b64d90c8-619a-47e8-b66d-87953b0a0ce7 · outbound

This paper cites Hidebehind: Enjoy voice input with voiceprint unclonability and anonymity,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Hidebehind: Enjoy voice input with voiceprint unclonability and anonymity,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.492616Z

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 e57e12f9-8025-49f5-abcd-18667498856c · outbound

This paper cites A benchmark for multi-speaker anonymization,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake A benchmark for multi-speaker anonymization,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.478653Z

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 2c510497-2078-4b99-82a1-ddbb5dd6dfa0 · outbound

This paper cites V oiceCloak: Adversarial example enabled voice de-identification with balanced privacy and utility,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake V oiceCloak: Adversarial example enabled voice de-identification with balanced privacy and utility,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.464144Z

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 7d9b35f2-1a13-4376-8018-efd0132dee92 · outbound

This paper cites UniAP: Protecting speech privacy with non- targeted universal adversarial perturbations,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake UniAP: Protecting speech privacy with non- targeted universal adversarial perturbations,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.448687Z

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 3e5dc1f3-4f58-4233-9c2c-f35893eca868 · outbound

This paper cites Ad- versarial speech for voice privacy protection from personalized speech generation,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Ad- versarial speech for voice privacy protection from personalized speech generation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.432256Z

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 ea42602c-2327-4128-916c-964e0e9ba31f · outbound

This paper cites Mitigating unauthorized speech synthesis for voice protection,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Mitigating unauthorized speech synthesis for voice protection,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.417694Z

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 62b075c2-dd8f-4c56-b46c-2b44c925e62a · outbound

This paper cites Any- to-any speaker attribute perturbation for asynchronous voice anonymization,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Any- to-any speaker attribute perturbation for asynchronous voice anonymization,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.402491Z

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 e90de65a-a347-494f-b8c4-df981693ef55 · outbound

This paper cites Asynchronous voice anonymization using adversarial perturbation on speaker embedding,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Asynchronous voice anonymization using adversarial perturbation on speaker embedding,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.386860Z

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 09025055-2cbc-465e-a7c3-08082b783ab4 · outbound

This paper cites Asynchronous voice anonymization by learning from speaker-adversarial speech,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Asynchronous voice anonymization by learning from speaker-adversarial speech,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.371935Z

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 5ed76d92-fad1-4560-a147-dba132840050 · outbound

This paper cites The VoicePrivacy 2024 Challenge Evaluation Plan.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake The VoicePrivacy 2024 Challenge Evaluation Plan

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:07.650976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75265f69-3bf5-4ed6-80ef-96922d159bd5 · outbound

This paper cites Privacy and utility of x-vector based speaker anonymization,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Privacy and utility of x-vector based speaker anonymization,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.357329Z

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 f136073f-117f-4194-add5-0cf11542b438 · outbound

This paper cites Pseudo- speaker distribution learning in voice anonymization,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Pseudo- speaker distribution learning in voice anonymization,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.342287Z

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 4de07f7d-5909-4d98-aeef-aac310f98bfa · outbound

This paper cites Overview of the voiceprivacy 2024 challenge,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Overview of the voiceprivacy 2024 challenge,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.326041Z

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 4ea82978-c78d-4c4d-bd4e-59eb22e57336 · outbound

This paper cites Explaining and harnessing adversarial examples,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Explaining and harnessing adversarial examples,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.311749Z

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 5360f097-5fd6-4c9c-985a-1337a129728e · outbound

This paper cites Imperceptible black-box waveform-level adversarial attack towards automatic speaker recognition,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Imperceptible black-box waveform-level adversarial attack towards automatic speaker recognition,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.297316Z

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 8e26d3f9-d420-43a4-9c1c-28430eb4bb51 · outbound

This paper cites Hear ”No Evil.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Hear ”No Evil

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.282419Z

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 a2d4eeee-ed39-44f3-89ee-f8f115acaa8c · outbound

This paper cites Adversarial attacks on GMM i-vector based speaker verification systems,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Adversarial attacks on GMM i-vector based speaker verification systems,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.268592Z

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 ab2992d2-42d0-4fb8-8471-5afcc695b33c · outbound

This paper cites A survey on speech deepfake detection,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake A survey on speech deepfake detection,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:08.217014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4a26697-4cc4-40ea-8e7d-0e80128cc482 · outbound

This paper cites ASVspoof 2015: The first automatic speaker verification spoofing and countermeasures challenge,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake ASVspoof 2015: The first automatic speaker verification spoofing and countermeasures challenge,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.244613Z

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 3ee465f5-12a5-44f1-836e-01244c6827d1 · outbound

This paper cites an unresolved cited work.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:46:15.230873Z

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 85aa77a3-44b3-4048-aa3c-5807d95c80e7 · outbound

This paper cites Ad- vances in anti-spoofing: From the perspective of ASVspoof challenges,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Ad- vances in anti-spoofing: From the perspective of ASVspoof challenges,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.214495Z

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 8e42bd58-7fa6-48b0-aa65-9424a17d2ca0 · outbound

This paper cites A comparison of features for synthetic speech detection,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake A comparison of features for synthetic speech detection,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.200569Z

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 0930600b-e90e-4dc6-9866-295e0d776cb7 · outbound

This paper cites End-to-end anti-spoofing with RawNet2,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake End-to-end anti-spoofing with RawNet2,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.186762Z

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 c1dbd301-9e43-4ebd-9301-5ace1090d8c7 · outbound

This paper cites Self-supervised speech representation learning: A review,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Self-supervised speech representation learning: A review,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.172614Z

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 63a4c2fb-8d3e-4009-aba1-32d4cb8b7c65 · outbound

This paper cites Investigating Self-Supervised Front Ends for Speech Spoofing Countermeasures,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Investigating Self-Supervised Front Ends for Speech Spoofing Countermeasures,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.158218Z

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 7d15b2ca-6164-472e-8e12-d74ca6eb9f57 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.142938Z

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 ad0860a9-406e-4268-b1d1-f8507daa9681 · outbound

This paper cites STC antispoofing systems for the ASVspoof2019 challenge,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake STC antispoofing systems for the ASVspoof2019 challenge,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.127706Z

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 05d80475-2e52-43ea-8242-4240199aa2f6 · outbound

This paper cites Detecting spoofing attacks using VGG and SincNet: BUT-Omilia submission to ASVspoof 2019 chal- lenge,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Detecting spoofing attacks using VGG and SincNet: BUT-Omilia submission to ASVspoof 2019 chal- lenge,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.112928Z

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 caff7234-3467-43eb-a93a-871277de86c3 · outbound

This paper cites AASIST: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake AASIST: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.098236Z

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 df794704-c3a4-4679-8da8-38f35b73bacd · outbound

This paper cites XLSR-Mamba: A Dual-Column Bidi- rectional State Space Model for Spoofing Attack Detection,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake XLSR-Mamba: A Dual-Column Bidi- rectional State Space Model for Spoofing Attack Detection,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.082789Z

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 3ed6bfa1-dbe7-4a22-b73a-b927058c1aa7 · outbound

This paper cites ASVspoof 5: Crowdsourced speech data, deep- fakes, and adversarial attacks at scale,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake ASVspoof 5: Crowdsourced speech data, deep- fakes, and adversarial attacks at scale,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.068368Z

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 bd2d89df-0faf-4f9d-9aa7-bc38f68d85fb · outbound

This paper cites ADD 2023: the Second Audio Deepfake Detection Challenge.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T23:46:09.253456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06167b24-33e2-4b83-882a-7370e87f40eb · outbound

This paper cites MLAAD: The Multi-Language Audio Anti-Spoofing Dataset,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake MLAAD: The Multi-Language Audio Anti-Spoofing Dataset,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.054124Z

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 df013b8b-f270-44ce-8a5c-e9f5afb8e289 · outbound

This paper cites Codecfake: An initial dataset for detecting llm- based deepfake audio,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Codecfake: An initial dataset for detecting llm- based deepfake audio,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.039715Z

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 b001605c-be57-4b0d-8c0d-b9e141e53cf2 · outbound

This paper cites SpoofCeleb: Speech Deepfake Detection and SASV In The Wild,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake SpoofCeleb: Speech Deepfake Detection and SASV In The Wild,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.023920Z

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 ecf4fb25-69e8-4577-ac34-5ab8b4fbbed3 · outbound

This paper cites Shortcut Learning in Binary Classifier Black Boxes: Applications to V oice Anti-Spoofing and Biometrics,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Shortcut Learning in Binary Classifier Black Boxes: Applications to V oice Anti-Spoofing and Biometrics,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:15.007836Z

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 101415ed-c8be-4682-b81a-44a5999749be · outbound

This paper cites Speech is silver, silence is golden: What do ASVspoof-trained models really learn?.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Speech is silver, silence is golden: What do ASVspoof-trained models really learn?

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.991345Z

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 884552d2-2777-470b-a8ff-cc19ef96ab3b · outbound

This paper cites Arena,Speech arena: Speech deepfake leaderboard, 2025.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Arena,Speech arena: Speech deepfake leaderboard, 2025

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.976976Z

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 9ea4e8fd-533a-4588-9ddd-36cddc80ba18 · outbound

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

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.962435Z

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 ab797e68-b96e-42f9-b454-5c1e14de9215 · outbound

This paper cites Towards explainable spoofed speech attribution and detection: A probabilistic approach for characterizing speech synthe- sizer components,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Towards explainable spoofed speech attribution and detection: A probabilistic approach for characterizing speech synthe- sizer components,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.948186Z

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 7988e57c-400e-487b-9269-7bc18d4bf82a · outbound

This paper cites ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.934391Z

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 1a685687-4b2c-4758-a291-b9468612d224 · outbound

This paper cites HiFi-GAN: Generative adversar- ial networks for efficient and high fidelity speech synthesis,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake HiFi-GAN: Generative adversar- ial networks for efficient and high fidelity speech synthesis,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.919029Z

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 83d72c10-0dbf-43d3-b138-fd045084b46b · outbound

This paper cites Spoofprint: A new paradigm for spoofing attacks detection,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Spoofprint: A new paradigm for spoofing attacks detection,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.903395Z

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 7c9302bb-edb2-4387-918b-b3a3f9ed0261 · outbound

This paper cites Source tracing of audio deepfake systems,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Source tracing of audio deepfake systems,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.885770Z

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 90164a51-3e8d-4110-b746-dfe94781cb07 · outbound

This paper cites A new approach to voice authenticity,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake A new approach to voice authenticity,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.869770Z

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 eacba997-aba4-433b-a173-cf3346056c6a · outbound

This paper cites Secure spread spectrum watermarking for images, audio and video,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Secure spread spectrum watermarking for images, audio and video,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.855614Z

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 3a1cf121-0d30-46da-ba12-b5ba1b0f7bd9 · outbound

This paper cites Detecting voice cloning attacks via timbre watermarking,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Detecting voice cloning attacks via timbre watermarking,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.837767Z

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 7d449ae9-5e05-4098-aca6-e1b02a4c6254 · outbound

This paper cites Wavmark: Watermarking for audio generation,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Wavmark: Watermarking for audio generation,

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.823378Z

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 64e2ff9b-6ff0-4ed7-b85c-41e651af7ec4 · outbound

This paper cites Twenty years of digital audio watermarking—a comprehensive review,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Twenty years of digital audio watermarking—a comprehensive review,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.809481Z

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 5f7d5c5d-ac79-4c81-8098-2dc9c4241cfb · outbound

This paper cites Watermarking as communications with side information,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Watermarking as communications with side information,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.749662Z

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 4cf39de6-c08a-4149-9262-897bbc480001 · outbound

This paper cites An efficient watermarking algorithm for digital audio data in security applications,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake An efficient watermarking algorithm for digital audio data in security applications,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:14.506022Z

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 47aebda0-66eb-41c7-bba5-6f8be2bab3c0 · outbound

This paper cites an unresolved cited work.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:46:14.120218Z

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 87cc5050-b493-410c-beef-9ce9d3d2ba84 · outbound

This paper cites Maskmark: Robust neuralwatermarking for real and synthetic speech,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Maskmark: Robust neuralwatermarking for real and synthetic speech,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:13.913739Z

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 a45f1918-e55a-48ef-9683-099b49ec73fe · outbound

This paper cites Proactive detection of voice cloning with localized watermarking,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Proactive detection of voice cloning with localized watermarking,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:13.775821Z

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 f21b9beb-542d-41fc-a499-b6fa3ebf95cd · outbound

This paper cites An Audio Watermarking Algorithm Based on Adversarial Perturbation,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake An Audio Watermarking Algorithm Based on Adversarial Perturbation,

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:13.601452Z

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 16b104d6-e720-471b-b40e-7b311ac9475b · outbound

This paper cites Collaborative watermarking for ad- versarial speech synthesis,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Collaborative watermarking for ad- versarial speech synthesis,

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:13.422797Z

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 177fe632-5353-41c6-9134-7be1450ed6a7 · outbound

This paper cites Audio codec augmentation for ro- bust collaborative watermarking of speech synthesis,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Audio codec augmentation for ro- bust collaborative watermarking of speech synthesis,

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:13.270149Z

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 4a3777b4-4c8a-45d7-9598-ea003199f3fe · outbound

This paper cites HiFi-GANw: Watermarked speech synthesis via fine-tuning of HiFi-GAN,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake HiFi-GANw: Watermarked speech synthesis via fine-tuning of HiFi-GAN,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:13.071323Z

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 b7a41712-99be-4f32-b8fe-11e626a3c88e · outbound

This paper cites Traceablespeech: Towards proactively traceable text-to-speech with watermarking,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Traceablespeech: Towards proactively traceable text-to-speech with watermarking,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:12.951163Z

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 a11e0231-bc6c-4a02-9e42-ee79142656e6 · outbound

This paper cites Audiomark- bench: Benchmarking robustness of audio watermarking,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Audiomark- bench: Benchmarking robustness of audio watermarking,

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:12.720977Z

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 d469d01c-d4cc-42a4-ad3b-dd3bc356e046 · outbound

This paper cites A comprehensive real-world assessment of audio watermarking algorithms: Will they survive neural codecs?.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake A comprehensive real-world assessment of audio watermarking algorithms: Will they survive neural codecs?

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:12.582627Z

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 9fc9ac0d-c18e-4f31-82df-d8d96df6827a · outbound

This paper cites Watermarking security: Theory and practice,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Watermarking security: Theory and practice,

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:12.384098Z

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 6ada7e1e-fa32-4ca2-8195-c8c61ec78a61 · outbound

This paper cites Watermarking-based digital audio data authentication,.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Watermarking-based digital audio data authentication,

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:46:12.149238Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers