Paper Citation Record · LEDGER

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection

As of 17 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 4 inbound Pith citation observations for arXiv:2502.03559.

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

pith.paper-citation-record.v1
2502.03559 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T04:35:12.711886Z

measured 63 of 63 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:38:07.572963Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T07:47:44.710736Z

Reference resolution

59 of 59 outbound references displayed

verified exact4
verified fuzzy1
unresolved54
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1506e350-4951-419a-a898-dac6505f41b9 · outbound

This paper cites online" 'onlinestring :=.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.009636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2c81da-ffb6-4606-82e4-25a02d80bf7a · outbound

This paper cites write newline.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.016560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed8a599d-9c4f-4215-86a9-bdfd700147b8 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:14.095023Z

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 cc73cef9-3a52-48b8-8e14-13e8fd13ffb9 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:14.075103Z

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 02381b35-f84c-445a-ae80-fce5332e9019 · outbound

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

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.037894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03236402-f76e-44d0-935d-01be8ad2a05c · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.045182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beacd2b9-40bf-4ec2-b894-175bb5896ab1 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:14.039333Z

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 1d6e3642-dd9f-47b4-b257-f17d8c70c4e4 · outbound

This paper cites A Brief Overview of Unsupervised Neural Speech Representation Learning.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection A Brief Overview of Unsupervised Neural Speech Representation Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.057665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbac2826-ff04-4e3d-94eb-4937aaaa2490 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:14.017481Z

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 b93b86f3-bfde-4c3f-8258-b6756d733ab2 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.069780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9364063d-3f94-485d-80f3-49008f094f55 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.970101Z

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 0303dcb6-be63-471e-9c50-52946aa0ca88 · outbound

This paper cites Habla: A dataset of latin american spanish accents for voice anti-spoofing.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Habla: A dataset of latin american spanish accents for voice anti-spoofing

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:35:13.947628Z

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 84c8cd13-c2e9-4767-967e-0b285de9f519 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.928648Z

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 d5c03b55-2395-4958-ba4a-b9e12ee27357 · outbound

This paper cites Speech Foundation Model Ensembles for the Controlled Singing Voice Deepfake Detection (CtrSVDD) Challenge 2024.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Speech Foundation Model Ensembles for the Controlled Singing Voice Deepfake Detection (CtrSVDD) Challenge 2024

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-09T04:35:13.443365Z

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 3c6e8afe-b354-4022-944f-e0b15a3e3d09 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.105959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6c00a19-49d6-4258-bff6-c8c91b18c281 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.893590Z

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 4e8d6f8d-5322-43e1-886a-4da983db3aa9 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.122208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96573ed8-879c-4bfb-84aa-07efc166c7c3 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.857370Z

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 bd5c35b0-df57-4361-ba6b-ea146316021a · outbound

This paper cites Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.152033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 739c53c8-9e26-4071-9f08-97469b711cc7 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.837010Z

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 01704174-fc5b-4b3e-8206-b057c2214fab · outbound

This paper cites ASSERT: Anti-Spoofing with Squeeze-Excitation and Residual neTworks.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection ASSERT: Anti-Spoofing with Squeeze-Excitation and Residual neTworks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.166758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 342328e8-b3fd-4c5e-9c1d-7fb47497988b · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.818175Z

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 2e9053c0-9bf0-4864-81ef-d23ca7b328af · outbound

This paper cites Representation Selective Self-distillation and wav2vec 2.0 Feature Exploration for Spoof-aware Speaker Verification.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Representation Selective Self-distillation and wav2vec 2.0 Feature Exploration for Spoof-aware Speaker Verification

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.181713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 188accfa-7692-404e-8bc0-7e012850bbac · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.798831Z

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 2fedadea-c5f3-4cbd-ab41-c1474e51b2fd · outbound

This paper cites A Survey on Speech Deepfake Detection.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection A Survey on Speech Deepfake Detection

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.197514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad2a8991-c78e-4095-a242-81b2d5d0201d · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.779884Z

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 87aabd14-081c-4381-8ab9-734921f39e43 · outbound

This paper cites How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio?.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio?

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-09T04:35:13.331772Z

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 c39dc50f-42a8-48ef-8438-1b7806d4a51c · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.758136Z

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 fdfe49aa-50e4-4658-bcaf-f60a9f0ed2b8 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.739161Z

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 10eaf675-63f5-445f-b1fc-a7b9fc77f96c · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.719588Z

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 24237a1d-e4ed-4386-a392-5a0fdebd48f9 · outbound

This paper cites Attentive Statistics Pooling for Deep Speaker Embedding.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Attentive Statistics Pooling for Deep Speaker Embedding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.235103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3469d61-3a96-4f21-9688-b06d5a16b28a · outbound

This paper cites Attentive Merging of Hidden Embeddings from Pre-trained Speech Model for Anti-spoofing Detection.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Attentive Merging of Hidden Embeddings from Pre-trained Speech Model for Anti-spoofing Detection

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-09T04:35:13.268508Z

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 52b3b594-91ef-4a0e-aa65-9cea229c2e3e · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.703158Z

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 6ec4a987-13ba-433d-8e4c-4affd95d8a6f · outbound

This paper cites Sahidullah, Tomi Kinnunen, and Cemal Hanilçi.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Sahidullah, Tomi Kinnunen, and Cemal Hanilçi

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.340947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e2bd706-61c6-48a5-89eb-acf0618e489f · outbound

This paper cites AISHELL-3: A Multi-speaker Mandarin TTS Corpus and the Baselines.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection AISHELL-3: A Multi-speaker Mandarin TTS Corpus and the Baselines

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.394750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3d667ef-40a2-4573-b320-d85949001862 · outbound

This paper cites Self-supervised Speech Models for Word-Level Stuttered Speech Detection.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Self-supervised Speech Models for Word-Level Stuttered Speech Detection

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-09T04:35:13.116262Z

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 4e01f244-f2d7-4f84-bc82-4dce6975b698 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.685592Z

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 c2a8e7b4-9e67-4189-85db-fcddbaba50ba · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.667595Z

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 b6d66f00-cefd-4d8a-93e8-83140caf72ac · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.648102Z

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 e9180795-cf2f-42e8-80f4-9003f2e340a3 · outbound

This paper cites An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.576841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 974bdd64-96ba-480e-b1a9-1af568bf4fad · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.629428Z

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 3e0fa78c-37ba-48f5-9450-34b1999168f8 · outbound

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

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.589578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c60a686b-8a46-4991-8efb-78133dd7cd32 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.607984Z

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 7a10da8d-4565-47f3-adef-4376ed6a51a1 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.586935Z

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 8be8a49d-9ad6-4c8c-8fd7-b39b6d925ffd · outbound

This paper cites SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.606982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 242a5f47-2dba-4aec-85b6-df78c36ca660 · outbound

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

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Investigating self-supervised front ends for speech spoofing countermeasures

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.613328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef02304-26b1-4551-a887-eaad62de8d44 · outbound

This paper cites Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.619395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb858577-afcf-410c-b179-d31ce61d5171 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.567117Z

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 c8615795-5e47-4478-b3f6-a2baa3f0d8d5 · outbound

This paper cites The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.632765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d772999f-e9b7-4a54-85a2-84757581ebf0 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.638744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 784e7f01-6faf-43e2-a3e3-16adc5fa465a · outbound

This paper cites SUPERB: Speech processing Universal PERformance Benchmark.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection SUPERB: Speech processing Universal PERformance Benchmark

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.644162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91ce7211-0733-40bf-b94f-7b8c48966795 · outbound

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

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Half-Truth: A Partially Fake Audio Detection Dataset

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.649712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83112d9d-aecc-4650-acd1-2dfdc05e4a45 · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.655234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064265cf-8eaf-446b-9971-c749b42fbea8 · outbound

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

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.660963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 348854dd-ce20-4cb4-81a2-7fc7d95b34fa · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.525243Z

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 6222e1f0-aada-4ff5-9324-96036c6be571 · outbound

This paper cites Audio Deepfake Detection: A Survey.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Audio Deepfake Detection: A Survey

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.673717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 316834f8-b904-4c12-9c6f-206bac12e59a · outbound

This paper cites An Initial Investigation for Detecting Partially Spoofed Audio.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection An Initial Investigation for Detecting Partially Spoofed Audio

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.679819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f17f49c-e25f-4f78-b966-e78ff8a88515 · outbound

This paper cites SVDD Challenge 2024: A Singing Voice Deepfake Detection Challenge Evaluation Plan.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection SVDD Challenge 2024: A Singing Voice Deepfake Detection Challenge Evaluation Plan

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-09T04:35:12.685472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bd413b6-7d70-4153-8b12-bf8fdf28875f · outbound

This paper cites an unresolved cited work.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:35:13.505514Z

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 77651e03-d715-409e-bb80-b8ae05b2dddf · inbound

Two Views, One Truth: Spectral and Self-Supervised Features Fusion for Robust Speech Deepfake Detection cites this paper.

Two Views, One Truth: Spectral and Self-Supervised Features Fusion for Robust Speech Deepfake Detection Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:07.572963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa6ecbed-23b1-4331-be5a-13487ff8a108 · inbound

Multi-level SSL Feature Gating for Audio Deepfake Detection cites this paper.

Multi-level SSL Feature Gating for Audio Deepfake Detection Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T10:59:00.706891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e1c3c5d-c642-42b3-9461-f5e77ac85e94 · inbound

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan cites this paper.

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:21:00.685058Z

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 e74bee4e-be07-4a86-94f4-3ecaf9b7f513 · inbound

Anchoring the Unknown: Open-Set Model Attribution via Proxy-Anchor Learning cites this paper.

Anchoring the Unknown: Open-Set Model Attribution via Proxy-Anchor Learning Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-03T07:47:44.712232Z

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.