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Paper Citation Record · LEDGER

Audio Deepfake Detection: A Survey

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2308.14970.

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

pith.paper-citation-record.v1
2308.14970 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 31 of 31 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 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T04:35:12.673717Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T18:18:50.126056Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 6222e1f0-aada-4ff5-9324-96036c6be571 · inbound

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection cites this paper.

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

Reference 56

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T04:35:12.673717Z digest=sha256:f72202701b5c0d6916fd614e519262de9676a6445ca370f204f7c623b5f5fcfb

Observation 8086f2ed-5eaf-4a43-9cb7-9e8d0fb53d54 · inbound

ShiftySpeech: A Large-Scale Synthetic Speech Dataset with Distribution Shifts cites this paper.

ShiftySpeech: A Large-Scale Synthetic Speech Dataset with Distribution Shifts Audio Deepfake Detection: A Survey

Reference 25

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no resolver link, observed 2026-08-08T18:27:06.818969Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:27:06.818969Z digest=sha256:233c2ffd2452f42326a1cb73c7fcdaac09b0f601bb3a4188441ec4c0cb68c97a

Observation 4939e96a-4e65-4f9e-b493-fec38e132990 · inbound

CAD: A General Multimodal Framework for Video Deepfake Detection via Cross-Modal Alignment and Distillation cites this paper.

CAD: A General Multimodal Framework for Video Deepfake Detection via Cross-Modal Alignment and Distillation Audio Deepfake Detection: A Survey

Reference 65

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no resolver link, observed 2026-08-07T15:26:59.790961Z

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source=pdf_text observed=2026-08-07T15:26:59.790961Z digest=sha256:07964c86e0141e3b91436fd772088dff41cd12a5ac15c67f352871213b1118ab

Observation 69c52373-8963-489b-8183-9b6505ba943c · inbound

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes cites this paper.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Audio Deepfake Detection: A Survey

Reference 25

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no resolver link, observed 2026-08-07T12:45:30.610193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:45:30.610193Z digest=sha256:febd6703767059d933044c112d1bb88f2ae29549efe6c7fc56f3fd1e5c790f17

Observation 79161d2b-1a12-4b52-9380-63e59dc1190e · inbound

RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection cites this paper.

RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection Audio Deepfake Detection: A Survey

Reference 9

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no resolver link, observed 2026-08-07T12:12:14.068943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:14.068943Z digest=sha256:3e1231123c4bdda0d9de4add090fa8bb78e91647b3c2c684a6721d37b82575ec

Observation a490d3b6-4253-4f40-ade4-a4b8138f0248 · inbound

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems cites this paper.

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems Audio Deepfake Detection: A Survey

Reference 31

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no resolver link, observed 2026-08-06T14:34:10.596947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:34:10.596947Z digest=sha256:f06ee62b383188a4bd0ff872fae92d333d39dfd561cb35470d855d26094e49e6

Observation bfffb3f5-1a15-40f7-8490-85f8460c9173 · inbound

Generalizable Audio Spoofing Detection using Non-Semantic Representations cites this paper.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Audio Deepfake Detection: A Survey

Reference 14

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no resolver link, observed 2026-08-05T13:55:17.373586Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:55:17.373586Z digest=sha256:652ed34f1303bdce79bf18b19e9a1f5a06f8df638ffa337e278b9a7d0c01043a

Observation e7bca86c-5222-46af-8460-797db5bf7685 · inbound

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake cites this paper.

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

Reference 13

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:46:06.326450Z digest=sha256:19e7e07132873374958606f94ef043fa23f53fc052961315a62bf1339c929092

Observation fe6bee83-f128-4250-9ae3-3124a616413e · inbound

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis cites this paper.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Audio Deepfake Detection: A Survey

Reference 8

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no resolver link, observed 2026-08-04T20:54:12.490089Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T20:54:12.490089Z digest=sha256:13dc374ba3c651dee1a70dc12d63719e92f5e2438fd33a1b8ab405986f30e732

Observation 4ddc6da2-b4ad-420d-8748-e9172fd96a2f · inbound

Over-the-Air Adversarial Attack Detection: from Datasets to Defenses cites this paper.

Over-the-Air Adversarial Attack Detection: from Datasets to Defenses Audio Deepfake Detection: A Survey

Reference 3

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no resolver link, observed 2026-08-04T19:27:38.442513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:27:38.442513Z digest=sha256:b69810080a84b3199127f4d00b80c193b3f4f5bab520fb362062bafaac22a9c0

Observation c57c8a68-1741-4317-ba90-597b23216299 · inbound

Emoanti: audio anti-deepfake with refined emotion-guided representations cites this paper.

Emoanti: audio anti-deepfake with refined emotion-guided representations Audio Deepfake Detection: A Survey

Reference 10

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no resolver link, observed 2026-08-04T17:38:39.097563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:38:39.097563Z digest=sha256:ebda4423a0d9b1d16b4ea0e52a216bb1e1879a305c6020f8bad0a01b5dfd8198

Observation f8477bcb-0780-475b-b0a4-a1f42edf5270 · inbound

AuthGlass: Benchmarking Voice Liveness Detection and Authentication on Smart Glasses via Comprehensive Acoustic Features cites this paper.

AuthGlass: Benchmarking Voice Liveness Detection and Authentication on Smart Glasses via Comprehensive Acoustic Features Audio Deepfake Detection: A Survey

Reference 70

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verified exact
arxiv_id, observed 2026-05-18T14:41:30.201752Z

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.

source=pdf_text observed=2026-05-18T14:41:02.934051Z digest=sha256:f93b45cbe91646d80c75c364200f425522abab0d4c0182d7802e440d6c9958a2

Observation ac613ce9-fdae-4426-93b9-2909c1826fc6 · inbound

Advancing Zero-Shot Open-Set Speech Deepfake Source Tracing cites this paper.

Advancing Zero-Shot Open-Set Speech Deepfake Source Tracing Audio Deepfake Detection: A Survey

Reference 5

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arxiv_id, observed 2026-05-18T12:46:24.101040Z

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.

source=pdf_text observed=2026-05-18T12:44:45.706352Z digest=sha256:3ba84d593daea08d2ce59294536adcd04c718df0b50d89be16484b3a7429b26e

Observation 6f8f77a0-2179-43d5-a2e8-b999a831478c · inbound

Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis cites this paper.

Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis Audio Deepfake Detection: A Survey

Reference 2

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arxiv_id, observed 2026-05-15T12:55:37.873683Z

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.

source=pdf_text observed=2026-05-15T12:55:19.270661Z digest=sha256:d36e4d57fa6ddbbe3e971fb9b052dac19124ba546442f05ccbc85c89252b8d91

Observation 667b4be6-d671-4538-b013-187f180519fa · inbound

Split and Conquer Partial Deepfake Speech cites this paper.

Split and Conquer Partial Deepfake Speech Audio Deepfake Detection: A Survey

Reference 4

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verified exact
arxiv_id, observed 2026-05-13T19:03:08.391578Z

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.

source=pdf_text observed=2026-05-13T19:02:57.786792Z digest=sha256:ac91d862b0b5743baf781c0a56016f0037a7a96f7418716fe9c343f8d828570b

Observation 78d4dc53-8efe-4b73-8775-332d1c425679 · inbound

Synthetic Trust Attacks: Modeling How Generative AI Manipulates Human Decisions in Social Engineering Fraud cites this paper.

Synthetic Trust Attacks: Modeling How Generative AI Manipulates Human Decisions in Social Engineering Fraud Audio Deepfake Detection: A Survey

Reference 11

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metadata mismatch
arxiv_id, observed 2026-05-13T20:43:14.840563Z

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.

source=pdf_text observed=2026-05-13T20:42:00.689968Z digest=sha256:d20580bf8cfd4b5425a9c29c465d80ab5be47884fa2f55b10bc261eb5f6fcb9d

Observation 4f00ae4e-0e92-4414-b763-b00df110ce96 · inbound

Listening Deepfake Detection: A New Perspective Beyond Speaking-Centric Forgery Analysis cites this paper.

Listening Deepfake Detection: A New Perspective Beyond Speaking-Centric Forgery Analysis Audio Deepfake Detection: A Survey

Reference 46

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verified exact
arxiv_id, observed 2026-05-11T09:41:03.366664Z

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.

source=pdf_text observed=2026-05-10T15:53:16.831187Z digest=sha256:6bde2dfc71d711d06caee00b94599619efc362f1a8df4bdfe6c143ea8f569f77

Observation dc961679-e18f-449e-bb0f-959b49ec3a9f · inbound

Classical Machine Learning Baselines for Deepfake Audio Detection on the Fake-or-Real Dataset cites this paper.

Classical Machine Learning Baselines for Deepfake Audio Detection on the Fake-or-Real Dataset Audio Deepfake Detection: A Survey

Reference 3

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arxiv_id, observed 2026-05-10T12:30:23.881098Z

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.

source=pdf_text observed=2026-05-10T12:26:12.914333Z digest=sha256:9cd53ec7643f935fb0138f1f067c83576f6184b0f9e1e136e92269db203e82f6

Observation 3f54414a-7858-4f1f-a602-abbd79bfe0d5 · inbound

ArtifactNet: Detecting AI-Generated Music via Forensic Residual Physics cites this paper.

ArtifactNet: Detecting AI-Generated Music via Forensic Residual Physics Audio Deepfake Detection: A Survey

Reference 11

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arxiv_id, observed 2026-05-10T07:26:59.770255Z

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.

source=pdf_text observed=2026-05-10T07:22:07.949007Z digest=sha256:f4eacfb0341f805a27adcf22fdcf711695ab71c0ae3f5a488a13ac8ccd5edf53

Observation cd6b885c-a529-4c08-a5a4-7012751edde4 · inbound

Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages cites this paper.

Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages Audio Deepfake Detection: A Survey

Reference 80

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arxiv_id, observed 2026-05-10T00:34:47.305810Z

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

source=arxiv_source observed=2026-05-10T00:34:30.978387Z digest=sha256:0215310847631ce86acc167e2cfd01eb3d74fb45c5f40f9f66b602b7744b1f4f

Observation 077840af-0e6f-466b-b658-41277981a20d · inbound

Toward Fine-Grained Speech Inpainting Forensics:A Dataset, Method, and Metric for Multi-Region Tampering Localization cites this paper.

Toward Fine-Grained Speech Inpainting Forensics:A Dataset, Method, and Metric for Multi-Region Tampering Localization Audio Deepfake Detection: A Survey

Reference 11

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arxiv_id, observed 2026-05-11T22:16:28.286036Z

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.

source=pdf_text observed=2026-05-08T03:08:55.529106Z digest=sha256:23533a788359c6c6fcc5f2e9ff91799f2b23fd1947af8073ed51135c7ea12dc9

Observation cc6b97e2-03b3-4400-8a2e-5681a99b984c · inbound

Phoneme-Level Deepfake Detection Across Emotional Conditions Using Self-Supervised Embeddings cites this paper.

Phoneme-Level Deepfake Detection Across Emotional Conditions Using Self-Supervised Embeddings Audio Deepfake Detection: A Survey

Reference 5

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arxiv_id, observed 2026-05-11T22:26:13.805892Z

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

source=pdf_text observed=2026-05-08T02:46:51.862253Z digest=sha256:6555fd9627ee75ec4c002ce84889b86ad259314f4574cb78ecec0c781f82dd26

Observation 0da131c2-a638-4cf7-a2f5-e8fae06cbba7 · inbound

Asymmetric Phase Coding Audio Watermarking cites this paper.

Asymmetric Phase Coding Audio Watermarking Audio Deepfake Detection: A Survey

Reference 5

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arxiv_id, observed 2026-05-11T04:05:57.996346Z

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.

source=pdf_text observed=2026-05-11T01:57:05.437581Z digest=sha256:9579cdbe0ecbc057615e5ca502bf373a8110bb6373e9bd8147c8375aa88bb162

Observation 7b7963dc-e970-485b-bca8-05ac9c338ed2 · inbound

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook cites this paper.

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook Audio Deepfake Detection: A Survey

Reference 38

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arxiv_id, observed 2026-05-21T07:39:48.684881Z

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.

source=pdf_text observed=2026-05-21T07:38:23.099479Z digest=sha256:0344801f0efdd1dddee2e6b9bdc7f7a94178aee2cebbbe1e05710a12e8a25d3b

Observation b6c62eb5-55de-47c0-a106-3c3405f42e01 · inbound

MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio cites this paper.

MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio Audio Deepfake Detection: A Survey

Reference 12

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arxiv_id, observed 2026-05-25T03:15:17.044579Z

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.

source=pdf_text observed=2026-05-25T03:14:08.880072Z digest=sha256:9fb3bffe88c8b57b8a80b3161b583b53f08821a0a739845f0f6d4d1c25c2c484

Observation 7694c19d-542d-4251-bb19-9d3c1fff25ea · inbound

DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities cites this paper.

DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities Audio Deepfake Detection: A Survey

Reference 4

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verified exact
arxiv_id, observed 2026-07-02T07:06:44.547261Z

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.

source=pdf_text observed=2026-06-28T07:07:33.410608Z digest=sha256:3af0c11bb839b4c935ef528fdb3f6c0f1c81ebbedd30ca553cca03bf730d5358

Observation c1df668b-f84d-4e9f-9896-15e297fcd924 · inbound

Dual-Granularity Orthogonal Disentanglement for Generalizable Audio Deepfake Detection cites this paper.

Dual-Granularity Orthogonal Disentanglement for Generalizable Audio Deepfake Detection Audio Deepfake Detection: A Survey

Reference 17

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arxiv_id, observed 2026-07-03T18:18:50.127798Z

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.

source=pdf_text observed=2026-06-27T03:10:54.586256Z digest=sha256:fe3f738bc79225d6a0dce885a2e2a6b346377a5b36d4b252ba23c7c2b8076aee

Observation 59d9e11f-939b-4bfd-9740-b611e0ca1ef4 · inbound

Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection cites this paper.

Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection Audio Deepfake Detection: A Survey

Reference 3

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verified exact
arxiv_id, observed 2026-07-01T12:55:44.302028Z

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.

source=pdf_text observed=2026-07-01T01:35:54.550781Z digest=sha256:ac1931bafd43fc2c020ef9f9ec85af60a45ec7cf3f635bf39ea51b6b4be89293

Observation 8e6c06dd-aa76-408a-aad9-d99c1b4d9be8 · inbound

What You Train Is What You Get: Gender Bias, Training Composition, and Post-Hoc Mitigation in Audio Deepfake Detection cites this paper.

What You Train Is What You Get: Gender Bias, Training Composition, and Post-Hoc Mitigation in Audio Deepfake Detection Audio Deepfake Detection: A Survey

Reference 4

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no resolver link, observed 2026-07-14T14:47:58.592181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:47:58.592181Z digest=sha256:7309f0fc94b2bf549b2f1b537a0255660772a2ec0cefc304195b3c08466242e1

Observation fd895a48-93df-4cd4-99e2-ad8ad643bd8a · inbound

Probing Speaker Identity Sensitivity in Audio Deepfake Detectors cites this paper.

Probing Speaker Identity Sensitivity in Audio Deepfake Detectors Audio Deepfake Detection: A Survey

Reference 33

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no resolver link, observed 2026-08-01T06:39:33.076594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:39:33.076594Z digest=sha256:fe30ccdb4ff711941f1ec7789af4ea8be936b0f09bbc4dc1e44d70229e0f196a

Observation 3e4629c8-d473-409a-8272-d5c11dd0b926 · inbound

How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection cites this paper.

How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection Audio Deepfake Detection: A Survey

Reference 2023

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unresolved
no resolver link, observed 2026-08-01T06:08:27.680708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:08:27.680708Z digest=sha256:42fcfd58fbb0a44ec61fdd264564cf666928fa00e828cb0004898a2614da4ce9