Paper Citation Record · LEDGER

Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 35 inbound Pith citation observations for arXiv:2202.12233.

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

pith.paper-citation-record.v1
2202.12233 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 35 of 35 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:36:35.782061Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T03:47:35.550760Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 809b3c36-137a-456d-ac08-d8e9e2dcac40 · inbound

MLAAD: The Multi-Language Audio Anti-Spoofing Dataset cites this paper.

MLAAD: The Multi-Language Audio Anti-Spoofing Dataset Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-24T04:36:00.864687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0cefc054-e14a-419f-a73b-5dea9e23fba4 · inbound

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices cites this paper.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-12T05:50:07.305874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ff224b9-b768-4bd1-be8e-4a95eec8f86c · inbound

CA-SSLR: Condition-Aware Self-Supervised Learning Representation for Generalized Speech Processing cites this paper.

CA-SSLR: Condition-Aware Self-Supervised Learning Representation for Generalized Speech Processing Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-11T21:30:10.957252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb563283-0c31-43e5-9065-6721c58c753a · inbound

Speech Watermarking with Discrete Intermediate Representations cites this paper.

Speech Watermarking with Discrete Intermediate Representations Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 6373

Resolution: unresolved; no resolver link, observed 2026-08-11T12:44:57.248866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e0fa78c-37ba-48f5-9450-34b1999168f8 · 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 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 2ad7c031-424c-437a-bfa7-988a1efc1420 · inbound

Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios cites this paper.

Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:47:01.167277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 34653e68-4248-4543-b944-36925e204787 · inbound

Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios cites this paper.

Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T12:36:35.782061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b701762-dcb8-43bb-b429-c62676cf8218 · inbound

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection cites this paper.

What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:46.638154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 648ec884-723f-4667-b455-b6c1ecc79fe1 · inbound

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

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:31.984868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 366b73dc-f695-4e15-b22d-bc249db360bc · inbound

Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models cites this paper.

Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:25.326738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 489d1982-70f4-4d00-98b3-e39d73fec8e7 · inbound

Manipulated Regions Localization For Partially Deepfake Audio: A Survey cites this paper.

Manipulated Regions Localization For Partially Deepfake Audio: A Survey Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T19:56:32.143850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bafa10c2-6901-424f-a2ad-b74295b41f67 · inbound

Evaluating Fake Music Detection Performance Under Audio Augmentations cites this paper.

Evaluating Fake Music Detection Performance Under Audio Augmentations Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T19:33:13.621767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 419e7594-2244-411f-a918-1f14a8b1f215 · 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 Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:07.623424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc486072-67cd-443e-8a03-58928449440f · inbound

Multi-Granularity Adaptive Time-Frequency Attention Framework for Audio Deepfake Detection under Real-World Communication Degradations cites this paper.

Multi-Granularity Adaptive Time-Frequency Attention Framework for Audio Deepfake Detection under Real-World Communication Degradations Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:16.748011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddb26e75-2afb-4d6e-9dbc-e01dd442ff40 · inbound

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models cites this paper.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.193052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43468736-17cd-4c50-9703-1a7f1a35585e · inbound

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

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T20:54:12.961511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f88cf63-c0fe-438d-a91e-5fef022c8557 · inbound

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

Advancing Zero-Shot Open-Set Speech Deepfake Source Tracing Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-18T12:46:24.114067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8fea8012-d996-40b2-af3a-d1f34f093421 · inbound

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection cites this paper.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:31.270314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 451a6609-29f2-4ec4-b54a-e0924546125e · inbound

SARA: Stress Test Reasoning in Audio Deepfake Detection cites this paper.

SARA: Stress Test Reasoning in Audio Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T12:18:38.335547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 015e6f13-537d-4af5-a3a5-92adc3cc21cc · inbound

ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks cites this paper.

ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:35:26.573529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 43a9e8bf-98ea-43ac-bd4f-6d0ced6136e3 · 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 Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 148

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T00:34:47.299766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation db012048-193c-4f28-88a5-c488fc08166c · inbound

LAVA: Layered Audio-Visual Anti-tampering Watermarking for Robust Deepfake Detection and Localization cites this paper.

LAVA: Layered Audio-Visual Anti-tampering Watermarking for Robust Deepfake Detection and Localization Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:36:14.521849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 34294064-1d4b-4ac8-91ef-0fc1b2ac4db6 · inbound

Similarity Choice and Negative Scaling in Supervised Contrastive Learning for Deepfake Audio Detection cites this paper.

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:46:25.855358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cc1adb8d-8e6f-4288-b437-7c8676b22fa1 · inbound

Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection cites this paper.

Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:06:04.273221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e37e8f0c-e681-49d2-9a56-00e7f42c5c6c · 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 Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:16:28.508106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 35cb1e39-c8f4-4583-bc9d-d50d22d66de0 · inbound

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

Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-20T01:22:55.788978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 17c9156c-cbb7-4a27-a492-f24b9203155c · inbound

Escaping the Linearity Trap: Manifold Detours for Black-Box Adversarial Attacks on Singing Audio Deepfake Detection cites this paper.

Escaping the Linearity Trap: Manifold Detours for Black-Box Adversarial Attacks on Singing Audio Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-06-30T19:05:01.106353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 27fc6ac8-9bca-4e34-b11a-74e3eb8bd5b6 · inbound

Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing cites this paper.

Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T03:47:35.552372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d8d911b8-0c68-4d26-a1da-f75c059102be · inbound

Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin cites this paper.

Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-01T12:45:44.602755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7f383198-3aa8-4dcf-9328-7004a51c9654 · inbound

Large Audio Language Models for Spoofing-Aware Speaker Verification cites this paper.

Large Audio Language Models for Spoofing-Aware Speaker Verification Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T01:12:30.665317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33f2ccd8-6bb8-46b3-87c4-77a1fb6909b3 · inbound

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection cites this paper.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T23:27:00.700908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d241e4f7-e4ba-4426-8941-af8980821d91 · inbound

Less is More: Modality-Decoupling for General AIGC Audio-Video Detection cites this paper.

Less is More: Modality-Decoupling for General AIGC Audio-Video Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T02:09:52.581372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fee6289-b8b6-45a4-8510-182ba23d758e · inbound

Teffic-Audio: Tell Fact from Fiction cites this paper.

Teffic-Audio: Tell Fact from Fiction Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-31T10:28:23.550257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55e22959-2832-49dd-8edf-208be54908e0 · inbound

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection cites this paper.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.915419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f313600-25aa-4c35-a086-c65aceaa60b2 · inbound

AffectDF: The Most Comprehensive Benchmark for Speech Deepfake Detection against Emotionally Expressive Attacks cites this paper.

AffectDF: The Most Comprehensive Benchmark for Speech Deepfake Detection against Emotionally Expressive Attacks Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T11:50:20.956033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.