Paper Citation Record · LEDGER

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation

As of 23 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2504.20923.

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

pith.paper-citation-record.v1
2504.20923 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:20:22.549912Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy24
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8344949-7143-4008-83a4-26393c967409 · outbound

This paper cites Deepfake media forensics: Status and future challenges,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Deepfake media forensics: Status and future challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.912930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2f963c7c-d375-42ab-b9b9-d478ab8efe4a · outbound

This paper cites Deepfakes and beyond: A survey of face manipulation and fake detection,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Deepfakes and beyond: A survey of face manipulation and fake detection,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.900899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0258f211-daee-49f0-9173-257cf10f2432 · outbound

This paper cites The creation and detection of deepfakes: A survey,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation The creation and detection of deepfakes: A survey,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.890064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f8e5e6e3-15ec-46f3-9f21-c65525e23ef3 · outbound

This paper cites Audio Deepfake Detection: A Survey.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Audio Deepfake Detection: A Survey

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T05:20:22.448843Z

Source-reported events for the cited work

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Observation 250cfa4c-65d6-4b5d-81f7-0c4d1130087e · outbound

This paper cites GenAI mirage: The impostor bias and the deepfake detection challenge in the era of artificial illusions,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation GenAI mirage: The impostor bias and the deepfake detection challenge in the era of artificial illusions,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.878717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ed40b0f4-afc7-4c37-bfb7-79facdca3826 · outbound

This paper cites Breaking the silence: Detecting ai-converted voices in the quietest moments,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Breaking the silence: Detecting ai-converted voices in the quietest moments,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.868173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1b66439f-1b8b-42ef-9b72-3e1749f7ff27 · outbound

This paper cites Deepfake style transfer mixture: A first forensic ballistics study on synthetic images,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Deepfake style transfer mixture: A first forensic ballistics study on synthetic images,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.857444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 08b89599-8926-4a09-a21b-39d208c18dbf · outbound

This paper cites AI Chatbots for Mental Health: A Scoping Review of Effectiveness, Feasibility, and Applications,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation AI Chatbots for Mental Health: A Scoping Review of Effectiveness, Feasibility, and Applications,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.846204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a1cd1c2-7812-4048-b5e9-13dc607ba66d · outbound

This paper cites Mastering deepfake detection: A cutting-edge approach to distinguish GAN and diffusion-model im- ages,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Mastering deepfake detection: A cutting-edge approach to distinguish GAN and diffusion-model im- ages,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.833215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b60ecc24-0dd9-4782-befa-0f76ee765d08 · outbound

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

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Is synthetic voice detection research going into the right direction?

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.821562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation aaa59d33-9013-46d2-ae1e-d40dd03b6f16 · outbound

This paper cites Detection of synthetic speech for spoofing attack using frame-level deep features,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Detection of synthetic speech for spoofing attack using frame-level deep features,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.809752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 812e3fcc-709a-4e43-b2d6-dee8800abbf6 · outbound

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

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation End-to-end anti-spoofing with rawnet2,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.798726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation be4c628a-d3da-4f69-87aa-005240f56fbc · outbound

This paper cites TO-Rawnet: Improving RawNet with TCN and Orthogonal Regularization for Fake Audio Detection.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation TO-Rawnet: Improving RawNet with TCN and Orthogonal Regularization for Fake Audio Detection

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T05:20:22.486883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e98a8505-5314-4d63-b1c0-4960dfa90100 · outbound

This paper cites Attentive filtering network for audio deepfake detection,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Attentive filtering network for audio deepfake detection,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.787826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 13b6bc6c-3b95-4da6-943c-d70c574ef152 · outbound

This paper cites Specrnet: A lightweight end-to-end model for audio deepfake detection,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Specrnet: A lightweight end-to-end model for audio deepfake detection,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.775969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fe3797af-bc43-463f-8fad-5916ce87e5b3 · outbound

This paper cites Asvspoof 2021: Automatic speaker verification spoofing and deepfake detection challenge evaluation plan,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Asvspoof 2021: Automatic speaker verification spoofing and deepfake detection challenge evaluation plan,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.763378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 23228212-dfbd-43d2-9bc4-bac868fc02d0 · outbound

This paper cites Audio deepfake detection with self- supervised wavlm and multi-fusion attentive classifier,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Audio deepfake detection with self- supervised wavlm and multi-fusion attentive classifier,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.749631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3c50ce85-fe08-406c-bf0e-5c44287a5901 · outbound

This paper cites Audio deepfake detection with self- supervised xls-r and sls classifier,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Audio deepfake detection with self- supervised xls-r and sls classifier,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.736697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 42f78046-673d-438a-af69-c4554d017eb6 · outbound

This paper cites Anomaly detection and localiza- tion for speech deepfakes via feature pyramid matching,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Anomaly detection and localiza- tion for speech deepfakes via feature pyramid matching,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.724065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5bfb2920-ef28-4948-a668-ccf9790eb15b · outbound

This paper cites One-class learning with adaptive centroid shift for audio deepfake detection,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation One-class learning with adaptive centroid shift for audio deepfake detection,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.711429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 691e6ae5-e8d0-4143-8c20-93c35a73d65a · outbound

This paper cites End-to-end spoofing detection with rawnet2 on logical access and physical access,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation End-to-end spoofing detection with rawnet2 on logical access and physical access,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.699101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f36c43b7-caa8-41dc-b11d-8e09480abba1 · outbound

This paper cites For: A dataset for synthetic speech detection,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation For: A dataset for synthetic speech detection,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.686744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3bf06ace-51bb-47ac-8b50-26dba1553176 · outbound

This paper cites ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T05:20:22.525938Z

Source-reported events for the cited work

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Observation ee0d68d0-d6dd-4318-b0d8-9007bc79ceb1 · outbound

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

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation The codecfake dataset and countermeasures for the universally detection of deepfake audio,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.674062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a9df7da3-195e-4748-a4ab-2c0f414d591c · outbound

This paper cites A survey on deepfake detection: fundamentals, current challenges, and future trends,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation A survey on deepfake detection: fundamentals, current challenges, and future trends,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.661794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4409e818-6a55-451c-85b2-aa9f87b3ae1b · outbound

This paper cites Focal loss for dense object detection,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Focal loss for dense object detection,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T05:20:22.538619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 832353d0-4535-4c4e-91d9-64d0b8f1a44b · outbound

This paper cites A systematic analysis of performance measures for classification tasks,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation A systematic analysis of performance measures for classification tasks,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T05:20:22.542645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aed0254-05bc-4c3e-ac8f-ec79b47eaead · outbound

This paper cites The det curve in assessment of detection task performance,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation The det curve in assessment of detection task performance,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.631504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 336ee4df-5fb7-4585-8eba-bd046e05ef3e · outbound

This paper cites Leveraging mixture of experts for improved speech deepfake detection,.

End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Leveraging mixture of experts for improved speech deepfake detection,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:20:22.618069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.