Paper Citation Record · LEDGER

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis

As of 9 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2606.08038.

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

pith.paper-citation-record.v1
2606.08038 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T19:36:37.333042Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

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

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T19:36:37.333042Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T21:37:25.490420Z

Reference resolution

46 of 46 outbound references displayed

verified exact8
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d9848da5-d60b-49f6-9c2e-e511306fa3f5 · outbound

This paper cites Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-02T21:37:25.491658Z

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Observation d1a91ab0-ff74-4652-a28a-ac66f78ebc30 · outbound

This paper cites Fake Speech Detection Fake speech detection aims to distinguish generated speech from real speech.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Fake Speech Detection Fake speech detection aims to distinguish generated speech from real speech

Reference 2

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Observation c6c464dc-3154-47e6-b1de-72dbfa67edf7 · outbound

This paper cites an unresolved cited work.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Unresolved cited work

Reference 3

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Observation 1a153f7a-3025-4a6b-b129-a16ae06852d6 · outbound

This paper cites We conduct a systematic analysis of the results and derive the following two key findings.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis We conduct a systematic analysis of the results and derive the following two key findings

Reference 4

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Observation fe1544eb-005e-46e1-9295-edabc3c12533 · outbound

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Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Unresolved cited work

Reference 5

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Observation 543816c6-effa-44e0-83c4-a9e8b4dc6ce8 · outbound

This paper cites Motivated by this observation, we conduct two exploratory experiments to examine how training data scale and diversity affect model performance.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Motivated by this observation, we conduct two exploratory experiments to examine how training data scale and diversity affect model performance

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 96422ba3-6fb9-4709-8432-96255a1abc79 · outbound

This paper cites an unresolved cited work.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Unresolved cited work

Reference 7

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Source-reported events for the cited work

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Observation 8d887d56-dd22-47ed-92a3-ce6771408881 · outbound

This paper cites The research design, experiments, analysis, and conclusions were conducted and verified entirely by the authors.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis The research design, experiments, analysis, and conclusions were conducted and verified entirely by the authors

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ae4468a-759f-48e0-86da-c98c41a0c5bf · outbound

This paper cites Towards con- trollable speech synthesis in the era of large language models: A systematic survey,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Towards con- trollable speech synthesis in the era of large language models: A systematic survey,

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4982f482-bc55-47ae-960a-525de239ee68 · outbound

This paper cites A survey on speech deep- fake detection,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis A survey on speech deep- fake detection,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation e632b531-85a7-4db0-8a16-ad190c63b9cf · outbound

This paper cites Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,

Reference 11

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Observation 93bc3db6-c8a5-4573-8dd0-12b95921afd3 · outbound

This paper cites Asvspoof 2019: A large-scale public database of synthe- sized, converted and replayed speech,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Asvspoof 2019: A large-scale public database of synthe- sized, converted and replayed speech,

Reference 12

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Source-reported events for the cited work

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Observation 439ec705-6e99-4f16-ab23-0bcf247fd345 · outbound

This paper cites ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation aaabb4a2-31ba-41e4-8bb9-0326592bc9f9 · outbound

This paper cites ASVspoof 5: crowdsourced speech data, deepfakes, and adversarial attacks at scale,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis ASVspoof 5: crowdsourced speech data, deepfakes, and adversarial attacks at scale,

Reference 14

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Source-reported events for the cited work

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Observation 0aefb5a3-69e1-4d22-b24a-2c3b8e4cd61f · outbound

This paper cites Speechfake: A large-scale multilingual speech deepfake dataset incorporating cutting-edge generation methods,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Speechfake: A large-scale multilingual speech deepfake dataset incorporating cutting-edge generation methods,

Reference 15

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Source-reported events for the cited work

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Observation 26e5b498-15f4-4a10-a6d9-1c297443997d · outbound

This paper cites Post-training for deepfake speech de- tection.arXiv preprint arXiv:2506.21090.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Post-training for deepfake speech de- tection.arXiv preprint arXiv:2506.21090

Reference 16

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Source-reported events for the cited work

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Observation 286317ee-95d6-4b37-93b0-5f3b5c9ea1d8 · outbound

This paper cites Spoofceleb: Speech deepfake detection and sasv in the wild,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Spoofceleb: Speech deepfake detection and sasv in the wild,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation f877d2d0-2914-4d7a-86a7-f27a5860a26b · outbound

This paper cites A data-centric ap- proach to generalizable speech deepfake detection.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis A data-centric ap- proach to generalizable speech deepfake detection

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.494373Z

Source-reported events for the cited work

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

Observation c95931e5-4d2c-4dec-ae55-848a7d39c0ac · outbound

This paper cites Deep residual neu- ral networks for audio spoofing detection,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Deep residual neu- ral networks for audio spoofing detection,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 39db76ef-a1d8-44a7-b1a2-95e235e84bee · outbound

This paper cites Deepfake audio detection via mfcc fea- tures using machine learning,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Deepfake audio detection via mfcc fea- tures using machine learning,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation ced03eba-8885-40b7-8392-a43b5537b760 · outbound

This paper cites Is synthetic voice detection research going into the right direction?.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Is synthetic voice detection research going into the right direction?

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

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Observation 0ecef8f1-854e-4d06-9551-99896b7af20f · outbound

This paper cites Audio deepfake detection based on a combination of f0 information and real plus imaginary spectrogram features,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Audio deepfake detection based on a combination of f0 information and real plus imaginary spectrogram features,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 806ccf4f-a2b8-402f-99a0-cb8338ad4663 · outbound

This paper cites Learning from yourself: A self-distillation method for fake speech detection,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Learning from yourself: A self-distillation method for fake speech detection,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation fad92304-ec5d-4536-848e-3d3f333bec24 · outbound

This paper cites Deepfake speech detection through emotion recognition: A semantic approach,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Deepfake speech detection through emotion recognition: A semantic approach,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 4794fc30-cd18-4f01-858d-f67eae6c4e27 · outbound

This paper cites Bts-e: Au- dio deepfake detection using breathing-talking-silence encoder,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Bts-e: Au- dio deepfake detection using breathing-talking-silence encoder,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation c002e96c-49f9-49ea-a369-b735dbe76d1d · outbound

This paper cites End-to-end anti-spoofing with rawnet2,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis End-to-end anti-spoofing with rawnet2,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation fd681f5f-fffc-46c4-ad78-6a993e4eb85a · outbound

This paper cites End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detec- tion,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detec- tion,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 591ee6f9-9ad3-4ebe-b642-580aa1f502b6 · outbound

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

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Aasist: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c168b74-cf08-440d-b703-2f3cee5aed73 · outbound

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

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Automatic speaker verification spoofing and deep- fake detection using wav2vec 2.0 and data augmentation,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 649a6bf1-1433-44b9-ad3e-121ab8024ba8 · outbound

This paper cites Multi-level ssl feature gating for audio deepfake detection,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Multi-level ssl feature gating for audio deepfake detection,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation b348dc92-5d51-4ce0-a8e1-cf9d8299cf63 · outbound

This paper cites Fmfcc-a: A challeng- ing mandarin dataset for synthetic speech detection,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Fmfcc-a: A challeng- ing mandarin dataset for synthetic speech detection,

Reference 31

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Source-reported events for the cited work

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Observation 34f54320-c295-4098-8869-c7940632d860 · outbound

This paper cites Add 2022: the first audio deep synthe- sis detection challenge,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Add 2022: the first audio deep synthe- sis detection challenge,

Reference 32

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Source-reported events for the cited work

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Observation bcce51a8-6569-4025-bb95-d37910b1d1fb · outbound

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

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.483437Z

Source-reported events for the cited work

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Observation 43e98c0b-dbdd-422a-8e21-ab5786b22ff8 · outbound

This paper cites Diffssd: A diffusion-based dataset for speech forensics,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Diffssd: A diffusion-based dataset for speech forensics,

Reference 34

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Source-reported events for the cited work

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Observation 20aa02d2-bf09-41f2-b946-485256d1fb98 · outbound

This paper cites Diffuse or confuse: A diffu- sion deepfake speech dataset,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Diffuse or confuse: A diffu- sion deepfake speech dataset,

Reference 35

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Source-reported events for the cited work

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Observation 2d8e481a-df36-451c-bcea-e29541430010 · outbound

This paper cites Codecfake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Codecfake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,

Reference 36

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Source-reported events for the cited work

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Observation d4001481-6de8-4040-bc75-523d7e8a6956 · outbound

This paper cites The codecfake dataset and countermeasures for the universally detection of deepfake audio,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis The codecfake dataset and countermeasures for the universally detection of deepfake audio,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation eaf42cc6-7dae-4e44-afbd-25ed18365f92 · outbound

This paper cites Collecting, curating, and annotating good qual- ity speech deepfake dataset for famous figures: Process and chal- lenges,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Collecting, curating, and annotating good qual- ity speech deepfake dataset for famous figures: Process and chal- lenges,

Reference 38

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Source-reported events for the cited work

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Observation b7a8fd68-cbf8-40d8-b1c4-d2bf8e18eff9 · outbound

This paper cites Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-07-02T21:37:25.486076Z

Source-reported events for the cited work

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Observation 0ef1658b-9b3d-45ba-a53c-d11e768ef690 · outbound

This paper cites Fake Speech Wild: Detecting Deepfake Speech on Social Media Platform.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Fake Speech Wild: Detecting Deepfake Speech on Social Media Platform

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.488616Z

Source-reported events for the cited work

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Observation 75aea1f0-66ce-42d2-97ed-a93799661c7a · outbound

This paper cites Does audio deepfake detection generalize?.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Does audio deepfake detection generalize?

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 288b955f-2b85-43ea-9816-86170a2faf6c · outbound

This paper cites RTCFake: Speech Deepfake Detection in Real-Time Communication.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis RTCFake: Speech Deepfake Detection in Real-Time Communication

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-07-02T21:37:25.480999Z

Source-reported events for the cited work

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Observation 015d2430-0a5e-471b-9338-7755d1ec72fb · outbound

This paper cites V oicewukong: Benchmarking deepfake voice detection,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis V oicewukong: Benchmarking deepfake voice detection,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 076b673f-8e79-4d48-8fbd-df199b2e884c · outbound

This paper cites Mlaad: The multi- language audio anti-spoofing dataset,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Mlaad: The multi- language audio anti-spoofing dataset,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Observation 39f8831e-3922-48e3-a515-16adc0022426 · outbound

This paper cites Cross-Domain Audio Deepfake Detection: Dataset and Analysis.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Cross-Domain Audio Deepfake Detection: Dataset and Analysis

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.478644Z

Source-reported events for the cited work

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Observation a48c2bea-f5a6-408c-981a-82c4640f87a3 · outbound

This paper cites Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-27T19:36:37.333042Z

Source-reported events for the cited work

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Pith citing papers

Observation d9848da5-d60b-49f6-9c2e-e511306fa3f5 · inbound