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Audio Deepfake Detection with Self-Supervised XLS-R and SLS Classifier

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s11042-022-13943-4openalex-snapshot

A deep learning approaches in text-to-speech system: a systematic review and recent research perspective

inferredcites →https://doi.org/10.1016/j.csl.2020.101114openalex-snapshot

ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech

inferredcites →https://doi.org/10.1109/asru57964.2023openalex-snapshot

2023 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)

inferredcites →https://doi.org/10.1109/asru57964.2023.10389671openalex-snapshot

The Singing Voice Conversion Challenge 2023

inferredcites →https://doi.org/10.1109/cvpr.2018.00745openalex-snapshot

Squeeze-and-Excitation Networks

inferredcites →https://doi.org/10.1109/icassp39728.2021.9414234openalex-snapshot

End-to-End anti-spoofing with RawNet2

inferredcites →https://doi.org/10.1109/icassp43922.2022openalex-snapshot

ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

inferredcites →https://doi.org/10.1109/icassp43922.2022.9746213openalex-snapshot

Rawboost: A Raw Data Boosting and Augmentation Method Applied to Automatic Speaker Verification Anti-Spoofing

inferredcites →https://doi.org/10.1109/icassp43922.2022.9746722openalex-snapshot

FastAudio: A Learnable Audio Front-End For Spoof Speech Detection

inferredcites →https://doi.org/10.1109/icassp43922.2022.9746939openalex-snapshot

ADD 2022: the first Audio Deep Synthesis Detection Challenge

inferredcites →https://doi.org/10.1109/icassp43922.2022.9747605openalex-snapshot

Fake Audio Detection Based On Unsupervised Pretraining Models

inferredcites →https://doi.org/10.1109/icassp43922.2022.9747766openalex-snapshot

AASIST: Audio Anti-Spoofing Using Integrated Spectro-Temporal Graph Attention Networks

inferredcites →https://doi.org/10.1109/icassp43922.2022.9747768openalex-snapshot

The Vicomtech Audio Deepfake Detection System Based on Wav2vec2 for the 2022 ADD Challenge

inferredcites →https://doi.org/10.1109/icassp48485.2024openalex-snapshot

ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

inferredcites →https://doi.org/10.1109/icassp48485.2024.10446560openalex-snapshot

A Robust Audio Deepfake Detection System via Multi-View Feature

inferredcites →https://doi.org/10.1109/icassp48485.2024.10447923openalex-snapshot

Audio Deepfake Detection With Self-Supervised Wavlm And Multi-Fusion Attentive Classifier

inferredcites →https://doi.org/10.1109/icassp48485.2024.10448095openalex-snapshot

Multi-Scale Permutation Entropy for Audio Deepfake Detection

inferredcites →https://doi.org/10.1109/iscslp.2010.5684887openalex-snapshot

Speaker verification against synthetic speech

inferredcites →https://doi.org/10.1109/jstsp.2022.3188113openalex-snapshot

WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing

inferredcites →https://doi.org/10.1109/taslp.2021.3122291openalex-snapshot

HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units

inferredcites →https://doi.org/10.1109/taslp.2023.3285283openalex-snapshot

ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild

inferredcites →https://doi.org/10.1109/wifs53200.2021openalex-snapshot

2021 IEEE International Workshop on Information Forensics and Security (WIFS)

inferredcites →https://doi.org/10.1109/wifs55849.2022.9975428openalex-snapshot

Deepfake audio detection by speaker verification

inferredcites →https://doi.org/10.1109/wispnet.2017.8299800openalex-snapshot

Spoofing and countermeasures for speaker verification: A review

inferredcites →https://doi.org/10.1109/wispnet43066.2018openalex-snapshot

2018 International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET)

inferredcites →https://doi.org/10.21437/asvspoof.2021-8openalex-snapshot

ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

inferredcites →https://doi.org/10.21437/interspeech.2018-2289openalex-snapshot

Integrated Presentation Attack Detection and Automatic Speaker Verification: Common Features and Gaussian Back-end Fusion

inferredcites →https://doi.org/10.21437/interspeech.2019-2249openalex-snapshot

ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

inferredcites →https://doi.org/10.21437/interspeech.2021-847openalex-snapshot

Siamese Network with wav2vec Feature for Spoofing Speech Detection

inferredcites →https://doi.org/10.21437/interspeech.2022-108openalex-snapshot

Does Audio Deepfake Detection Generalize?

inferredcites →https://doi.org/10.21437/interspeech.2022-143openalex-snapshot

XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

inferredcites →https://doi.org/10.21437/interspeech.2023-1254openalex-snapshot

Detection of Cross-Dataset Fake Audio Based on Prosodic and Pronunciation Features

inferredcites →https://doi.org/10.21437/odyssey.2016-41openalex-snapshot

A New Feature for Automatic Speaker Verification Anti-Spoofing: Constant Q Cepstral Coefficients

inferredcites →https://doi.org/10.21437/odyssey.2022openalex-snapshot

The Speaker and Language Recognition Workshop (Odyssey 2022)

inferredcites →https://doi.org/10.21437/odyssey.2022-14openalex-snapshot

Investigating Self-Supervised Front Ends for Speech Spoofing Countermeasures

inferredcites →https://doi.org/10.21437/odyssey.2022-16openalex-snapshot

Automatic Speaker Verification Spoofing and Deepfake Detection Using Wav2vec 2.0 and Data Augmentation

inferredcites →https://doi.org/10.48550/arxiv.2109.00535openalex-snapshot

ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan

inferredcites →https://doi.org/10.48550/arxiv.2212.04356openalex-snapshot

Robust Speech Recognition via Large-Scale Weak Supervision

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.5035352openalex-extracted

Predictive Techniques for Identifying and Classifying Real and Ai-Generated Voices

inferred← citeshttps://doi.org/10.1007/978-3-031-91340-2_6openalex-snapshot

DeepFake Classification Using Fine-Tuned Wave2Vec2.0

inferred← citeshttps://doi.org/10.1007/978-3-032-11782-3_7openalex-snapshot

Synthetic Audio Detection

inferred← citeshttps://doi.org/10.1007/978-981-92-3438-7_30openalex-snapshot

FePS-Net: A Frequency Enhanced Prosody–Style Fusion Network for Deepfake Speech Detection

inferred← citeshttps://doi.org/10.1007/978-981-95-5382-2_25openalex-snapshot

Audio Deepfake Detection via Dual Branch Classifier with Self-Supervised Pre-Trained Model

inferred← citeshttps://doi.org/10.1007/978-981-95-5382-2_26openalex-snapshot

A Multi-subspace Attention Approach for Robust Speech Spoofing Detection in Silence-Trimming Conditions

inferred← citeshttps://doi.org/10.1016/j.array.2025.100494openalex-snapshot

Spoof speech classification using deep speaker embeddings and machine learning models

inferred← citeshttps://doi.org/10.1016/j.cosrev.2025.100757openalex-snapshot

A comprehensive survey with critical analysis for deepfake speech detection

inferred← citeshttps://doi.org/10.1016/j.csl.2026.102019openalex-snapshot

MSLA-XLS-R: Enhancing hierarchical SSL representations for audio deepfake detection

inferred← citeshttps://doi.org/10.1016/j.cviu.2026.104981openalex-snapshot

Multi-cepstral feature integration for audio deepfake detection under domain shift

inferred← citeshttps://doi.org/10.1109/access.2025.3602531openalex-snapshot

Detecting Deepfake Audio Using Spectrogram-Based Machine Learning Approaches

inferred← citeshttps://doi.org/10.1109/access.2026.3722601openalex-snapshot

Multi-Prototype Variational Information Bottleneck for SSL-Based Speech Spoofing Detection

inferred← citeshttps://doi.org/10.1109/apsipaasc65261.2025.11249202openalex-snapshot

A Wavelet Tour of Audio Deepfake Detection

inferred← citeshttps://doi.org/10.1109/asru65441.2025.11434679openalex-snapshot

Fake-Mamba: Real-Time Speech Deepfake Detection Using Bidirectional Mamba as Self-Attention’s Alternative

inferred← citeshttps://doi.org/10.1109/asru65441.2025.11434709openalex-snapshot

Post-training for Deepfake Speech Detection

inferred← citeshttps://doi.org/10.1109/biosig65492.2025.11358014openalex-snapshot

SCDF: A Speaker Characteristics DeepFake Speech Dataset for Bias Analysis

inferred← citeshttps://doi.org/10.1109/cic67133.2025.00027openalex-snapshot

Enhancing the Robustness of AI-Generated Voice Detectors Against Data Poisoning Attacks

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10888990openalex-snapshot

Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11460320openalex-snapshot

KAN We Make Models Simpler for Audio Deepfake Detection with Kolmogorov–Arnold Networks?

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11460421openalex-snapshot

A Superb-Style Benchmark of Self-Supervised Speech Models for Audio Deepfake Detection

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11462275openalex-snapshot

Robust Deepfake Audio Detection via Multi-Level Intermediate Feature Fusion

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11463062openalex-snapshot

Tri-Attention Fusion: Joint Temporal-Spectral and Bidirectional Modeling for Speech Spoofing Detection

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11464739openalex-snapshot

Addressing Gradient Misalignment in Data-Augmented Training for Robust Speech Deepfake Detection

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11464918openalex-snapshot

Fine-Grained Frame Modeling in Multi-Head Self-Attention for Speech Deepfake Detection

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11464945openalex-snapshot

Discrete-Continuous Fusion With Adaptive Hierarchical Features For Audio Deepfake Detection

inferred← citeshttps://doi.org/10.1109/icauc68182.2026.11441301openalex-snapshot

Transformer-Integrated CNN-BiLSTM Approach for Audio Forgery Detection via MFCC Feature Analysis

inferred← citeshttps://doi.org/10.1109/iccvw69036.2025.00161openalex-snapshot

SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection Against Adversarial Attacks

inferred← citeshttps://doi.org/10.1109/iccvw69036.2025.00169openalex-snapshot

Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection

inferred← citeshttps://doi.org/10.1109/icmlt69916.2026.11689525openalex-snapshot

Exploring Temporal Amplitude Envelopes for Robust Deepfake Audio Detection

inferred← citeshttps://doi.org/10.1109/ijcb65343.2025.11411372openalex-snapshot

WaveVerify: A Novel Audio Watermarking Framework for Media Authentication and Combatting Deepfakes

inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228261openalex-snapshot

Wav2DF-TSL: Two-stage Learning with Efficient Pre-training and Hierarchical Experts Fusion for Robust Audio Deepfake Detection

inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11229087openalex-snapshot

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

inferred← citeshttps://doi.org/10.1109/lsp.2026.3695000openalex-snapshot

WINning Against Audio Deepfakes

inferred← citeshttps://doi.org/10.1109/peccii70991.2026.11662063openalex-snapshot

A Multi-Task CNN Framework for Simultaneous Gender Classification and Deepfake Voice Detection in Bangla Speech Under Channel- and Effect-Based Variations

inferred← citeshttps://doi.org/10.1109/rmkmate64874.2025.11042838openalex-snapshot

Unmasking Synthetic Speech: A Novel Deep Learning Model for Deepfake Audio Detection

inferred← citeshttps://doi.org/10.1109/slt61566.2024.10832183openalex-snapshot

XWSB: A Blend System Utilizing XLS-R and Wavlm With SLS Classifier Detection System for SVDD 2024 Challenge

inferred← citeshttps://doi.org/10.1109/slt61566.2024.10832284openalex-snapshot

SVDD 2024: The Inaugural Singing Voice Deepfake Detection Challenge

inferred← citeshttps://doi.org/10.1109/taslpro.2025.3525966openalex-snapshot

The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio

inferred← citeshttps://doi.org/10.1109/taslpro.2025.3611229openalex-snapshot

AWaveFormer: Audio Wavelet Transformer Network for Generalized Audio Deepfake Detection

inferred← citeshttps://doi.org/10.1109/taslpro.2026.3682962openalex-snapshot

ASVspoof 5: Evaluation of Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech

inferred← citeshttps://doi.org/10.1109/tbiom.2026.3679274openalex-snapshot

AudioAuth: A Dual-Watermarking Framework for Robust Audio Integrity and Source Attribution

inferred← citeshttps://doi.org/10.1109/tce.2025.3610181openalex-snapshot

Spoof Speech Detection Based on Efficient Attention and Residual Network for Smart Consumer Electronics

inferred← citeshttps://doi.org/10.1109/tcsvt.2026.3710772openalex-snapshot

Domain-Invariant Representation Learning for Generalizable Deepfake Speech Detection

inferred← citeshttps://doi.org/10.1109/tdsc.2025.3624972openalex-snapshot

Critical Information Only: A Content Privacy-Preserving Framework for Detecting Audio Deepfakes

inferred← citeshttps://doi.org/10.1109/tifs.2025.3626963openalex-snapshot

Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/wcsp68525.2025.1010653openalex-snapshot

A Federated Deepfake Speech Detection Method Based on Layer-Wise Center-Guided Weighting Aggregation

inferred← citeshttps://doi.org/10.1145/3746027.3755593openalex-snapshot

Generalizable Audio Deepfake Detection via Risk-Aware Style Alignment and Structural Empirical Risk Minimization

inferred← citeshttps://doi.org/10.1145/3746027.3755595openalex-snapshot

SiFMimicEvader: Evading Fake Voice Detection with Adversarial Neural Mimicry Attacks

inferred← citeshttps://doi.org/10.1145/3746027.3755851openalex-snapshot

ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection

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AUDETER: A Large-scale Dataset for Deepfake Audio Detection in Open Worlds

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Leveraging Gaussian Attention for Adapter‐Based Fine‐Tuning of WavLM in Audio Deepfake Detection

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Leveraging Latent Information from Self-Supervised Models: A Dual-Branch DetectionMethod for Audio Deepfakes in In-Vehicle Speech Interaction Systems

inferred← citeshttps://doi.org/10.23919/eusipco63237.2025.11226534openalex-snapshot

KAN You Hear the Truth? Audio Deepfake Detection with Kolmogorov–Arnold Networks

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Benchmarking Audio Deepfake Detection Robustness in Real-World Communication Scenarios

inferred← citeshttps://doi.org/10.3390/app16178413openalex-snapshot

C-MCSS-Mamba: Counterfactual Mechanism-Contrastive Selective Scan Within Mamba for Block-Causal Speech Deepfake Detection

inferred← citeshttps://doi.org/10.3390/s25071989openalex-snapshot

Audio Deepfake Detection: What Has Been Achieved and What Lies Ahead

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