Paper Citation Record · LEDGER

Are audio DeepFake detection models polyglots?

As of 17 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 5 inbound Pith citation observations for arXiv:2412.17924.

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

pith.paper-citation-record.v1
2412.17924 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:11:21.023566Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:11:20.632412Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T10:59:02.135174Z

Reference resolution

39 of 39 outbound references displayed

verified exact3
verified fuzzy20
unresolved13
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c271deb-bf46-402c-9b03-c5525cf14b13 · outbound

This paper cites Are audio DeepFake detection models polyglots?.

Are audio DeepFake detection models polyglots? Are audio DeepFake detection models polyglots?

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.632412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e861bbf-9509-4d7b-9ac4-036b80f6ba6d · outbound

This paper cites A substan- tial portion of the research in this domain has used ASVspoof datasets [13, 14, 15, 16], considered a gold standard for the anti- spoofing domain.

Are audio DeepFake detection models polyglots? A substan- tial portion of the research in this domain has used ASVspoof datasets [13, 14, 15, 16], considered a gold standard for the anti- spoofing domain

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.482669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 88110874-89ba-46ce-8ea7-e1837968b9fe · outbound

This paper cites an unresolved cited work.

Are audio DeepFake detection models polyglots? Unresolved cited work

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T05:11:22.452627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 86664aec-ce22-40df-a6ed-5e4d2e00a476 · outbound

This paper cites 3 to determine the efficacies of the model in limited data availability across various languages and adapta- tion strategies.

Are audio DeepFake detection models polyglots? 3 to determine the efficacies of the model in limited data availability across various languages and adapta- tion strategies

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T05:11:22.406564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 25a5172f-1cff-44a4-be18-2bd84a542be4 · outbound

This paper cites Up to now, the influence of the utterances’ language on audio DF detection has not been examined unbiasedly.

Are audio DeepFake detection models polyglots? Up to now, the influence of the utterances’ language on audio DF detection has not been examined unbiasedly

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.374688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4bcfb0df-a5ed-41e9-89a8-23af5909aedb · outbound

This paper cites PLG/2024/017432.

Are audio DeepFake detection models polyglots? PLG/2024/017432

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.346250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e051d1c3-7e5e-430b-9e02-eb6759013cb3 · outbound

This paper cites A Survey on Audio Diffusion Models: Text To Speech Synthesis and Enhancement in Generative AI.

Are audio DeepFake detection models polyglots? A Survey on Audio Diffusion Models: Text To Speech Synthesis and Enhancement in Generative AI

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.708684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b9edfb8-6dab-496c-8f4d-5df34ac9a149 · outbound

This paper cites Investigating self-supervised front ends for speech spoofing countermeasures,.

Are audio DeepFake detection models polyglots? Investigating self-supervised front ends for speech spoofing countermeasures,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.323959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c4b73add-b7f0-4328-8158-e7cbe39f600b · outbound

This paper cites Does Audio Deepfake Detection Generalize?.

Are audio DeepFake detection models polyglots? Does Audio Deepfake Detection Generalize?

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.285301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b2285582-899c-4819-9b68-b9ed6be2666a · outbound

This paper cites Xtts: a massively multilingual zero-shot text-to-speech model,.

Are audio DeepFake detection models polyglots? Xtts: a massively multilingual zero-shot text-to-speech model,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.735072Z

Source-reported events for the cited work

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Observation c0880a11-76c6-4934-a936-72cfcb1d3872 · outbound

This paper cites Fast griffin lim based waveform generation strategy for text-to- speech synthesis,.

Are audio DeepFake detection models polyglots? Fast griffin lim based waveform generation strategy for text-to- speech synthesis,

Reference 11

Resolution: verified exact; doi, observed 2026-08-11T05:11:21.204316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2fbcc062-3f09-40dc-90df-26e946cf1667 · outbound

This paper cites Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech,.

Are audio DeepFake detection models polyglots? Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.756527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2115ee3d-6dfa-425c-9fd3-70978db2169c · outbound

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

Are audio DeepFake detection models polyglots? Mlaad: The multi- language audio anti-spoofing dataset,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.771147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea50c65-5546-489e-bc3a-d31d9e0503e6 · outbound

This paper cites Heterogeneity over homogeneity: Investigating multilingual speech pre-trained models for detecting audio deepfake,.

Are audio DeepFake detection models polyglots? Heterogeneity over homogeneity: Investigating multilingual speech pre-trained models for detecting audio deepfake,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.196979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dead6fd7-62d5-4bf2-a49d-6ca7ab7302ab · outbound

This paper cites Towards quantifying and reducing language mismatch ef- fects in cross-lingual speech anti-spoofing,.

Are audio DeepFake detection models polyglots? Towards quantifying and reducing language mismatch ef- fects in cross-lingual speech anti-spoofing,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.805767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6ec265b-c3d9-4733-9744-1c3657d9d1b1 · outbound

This paper cites Trident of poseidon: A generalized approach for detect- ing deepfake voices,.

Are audio DeepFake detection models polyglots? Trident of poseidon: A generalized approach for detect- ing deepfake voices,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.159790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d8efdec9-1211-4758-9e05-39705543cda0 · outbound

This paper cites XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale.

Are audio DeepFake detection models polyglots? XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.825198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9231a3ab-4e5b-4a56-abf3-4ed540644d90 · outbound

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

Are audio DeepFake detection models polyglots? Robust speech recognition via large-scale weak su- pervision,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.832916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70cfff77-2ff2-4d14-8637-1db8fbcb524c · outbound

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

Are audio DeepFake detection models polyglots? Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.840236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb8c0a78-d4fe-4a7a-8b41-b52184371e3b · outbound

This paper cites ASVspoof 2019: Spoofing Countermeasures for the Detection of Synthesized, Converted and Replayed Speech,.

Are audio DeepFake detection models polyglots? ASVspoof 2019: Spoofing Countermeasures for the Detection of Synthesized, Converted and Replayed Speech,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.097506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb31d448-1e09-485d-9d62-5ccbcd2de7b9 · outbound

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

Are audio DeepFake detection models polyglots? ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.072823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 06a35783-225b-4fe2-8cd9-31b54e3058aa · outbound

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

Are audio DeepFake detection models polyglots? ASVspoof 5: crowd- sourced speech data, deepfakes, and adversarial attacks at scale,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.049696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aaef71fb-5a45-4014-bc9a-cf96806e938f · outbound

This paper cites Attack agnostic dataset: Towards generalization and stabilization of audio deepfake detection,.

Are audio DeepFake detection models polyglots? Attack agnostic dataset: Towards generalization and stabilization of audio deepfake detection,

Reference 23

Resolution: verified exact; doi, observed 2026-08-11T05:11:21.164910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91631c6d-61d6-4a99-bded-9d1f3800e4dd · outbound

This paper cites WaveFake: A Data Set to Facilitate Audio Deepfake Detection,.

Are audio DeepFake detection models polyglots? WaveFake: A Data Set to Facilitate Audio Deepfake Detection,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:22.016953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9d53f24c-c599-4591-8fbb-9d272240f737 · outbound

This paper cites FakeA VCeleb: A Novel Audio-Video Multimodal Deepfake Dataset,.

Are audio DeepFake detection models polyglots? FakeA VCeleb: A Novel Audio-Video Multimodal Deepfake Dataset,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.990207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9eca5822-d91a-48cc-be73-a6c424588739 · outbound

This paper cites Av-deepfake1m: A large-scale llm-driven audio- visual deepfake dataset,.

Are audio DeepFake detection models polyglots? Av-deepfake1m: A large-scale llm-driven audio- visual deepfake dataset,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.950759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a2ac9793-96d4-4578-93ae-6b126c52712f · outbound

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

Are audio DeepFake detection models polyglots? ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.902043Z

Source-reported events for the cited work

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Observation 1fba6151-41fa-4425-9ee7-5da7f53affeb · outbound

This paper cites ”FMFCC-A: A Challeng- ing Mandarin Dataset for Synthetic Speech Detection.

Are audio DeepFake detection models polyglots? ”FMFCC-A: A Challeng- ing Mandarin Dataset for Synthetic Speech Detection

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.894921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2a486b3f-2d7d-45f7-bfea-6c8b186831f7 · outbound

This paper cites Half-Truth: A Partially Fake Audio Detection Dataset,.

Are audio DeepFake detection models polyglots? Half-Truth: A Partially Fake Audio Detection Dataset,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.863192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 19dd2875-6e4b-4e8b-b423-20038754f82b · outbound

This paper cites CFAD: A Chinese dataset for fake audio detection,.

Are audio DeepFake detection models polyglots? CFAD: A Chinese dataset for fake audio detection,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.836269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9d165b05-4a29-4c42-a2ec-6b696f730390 · outbound

This paper cites Faking fluent: Un- veiling the achilles’ heel of multilingual deepfake detection,.

Are audio DeepFake detection models polyglots? Faking fluent: Un- veiling the achilles’ heel of multilingual deepfake detection,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.940465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddb44685-c0b5-4f34-abdb-f914c09efc1a · outbound

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

Are audio DeepFake detection models polyglots? Speechfake: A large-scale multilingual speech deepfake dataset toward cutting- edge speech generation methods

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.787673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e884e6a2-073a-4d13-9bc0-662b7984e453 · outbound

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

Are audio DeepFake detection models polyglots? End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detec- tion,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.751603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 262cf056-c33d-4ad0-8e7c-ce7df3210f61 · outbound

This paper cites Im- proved RawNet with Feature Map Scaling for Text-independent Speaker Verification using Raw Waveforms,.

Are audio DeepFake detection models polyglots? Im- proved RawNet with Feature Map Scaling for Text-independent Speaker Verification using Raw Waveforms,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.731048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b98d5431-886b-4c20-a044-2b9d4e10071c · outbound

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

Are audio DeepFake detection models polyglots? Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:20.989428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2de0c38b-d02b-4951-acc2-f0127213e283 · outbound

This paper cites Mesonet: a compact facial video forgery detection network,.

Are audio DeepFake detection models polyglots? Mesonet: a compact facial video forgery detection network,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:21.704920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 87765d8f-a9ac-44e6-bf82-e7ba6f1f77cd · outbound

This paper cites Improved DeepFake Detection Using Whisper Features,.

Are audio DeepFake detection models polyglots? Improved DeepFake Detection Using Whisper Features,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:21.012681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1b22d29-ed1c-4013-9d74-c9dfc2c88896 · outbound

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

Are audio DeepFake detection models polyglots? Aasist: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,

Reference 39

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T05:11:21.669136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ea730cf3-1289-4764-9ea8-897f518d0be7 · outbound

This paper cites an unresolved cited work.

Are audio DeepFake detection models polyglots? Unresolved cited work

Reference 2018

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-11T05:11:21.408384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 1c271deb-bf46-402c-9b03-c5525cf14b13 · inbound