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Navigating the Soundscape of Deception: A Comprehensive Survey on Audio Deepfake Generation, Detection, and Future Horizons

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

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Multi-Region Probabilistic Histograms for Robust and Scalable Identity Inference

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An Introduction to Text-to-Speech Synthesis

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Generative and Discriminative Modelling of Linear Energy Sub-bands for Spoof Detection in Speaker Verification Systems

inferredcites →https://doi.org/10.1007/s10489-022-03766-zopenalex-snapshot

Deepfakes generation and detection: state-of-the-art, open challenges, countermeasures, and way forward

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Air traffic control communication (ATCC) speech corpora and their use for ASR and TTS development

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Feature Extraction Techniques with Analysis of Confusing Words for Speech Recognition in the Hindi Language

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Machine learning-based social media bot detection: a comprehensive literature review

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NLP techniques for automating responses to customer queries: a systematic review

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Deepfakes and Democracy (Theory): How Synthetic Audio-Visual Media for Disinformation and Hate Speech Threaten Core Democratic Functions

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Trends in audio signal feature extraction methods

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AVFakeNet: A unified end-to-end Dense Swin Transformer deep learning model for audio–visual deepfakes detection

inferredcites →https://doi.org/10.1016/j.bushor.2019.11.006openalex-snapshot

Deepfakes: Trick or treat?

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Spread of misinformation on social media: What contributes to it and how to combat it

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Providing detection strategies to improve human detection of deepfakes: An experimental study

inferredcites →https://doi.org/10.1016/j.csa.2024.100040openalex-snapshot

A Secure Deepfake Mitigation Framework: Architecture, Issues, Challenges, and Societal Impact

inferredcites →https://doi.org/10.1016/j.csl.2017.01.001openalex-snapshot

Constant Q cepstral coefficients: A spoofing countermeasure for automatic speaker verification

inferredcites →https://doi.org/10.1016/j.csl.2017.10.001openalex-snapshot

Synthetic speech detection using fundamental frequency variation and spectral features

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/10.1016/j.csl.2020.101132openalex-snapshot

Voice spoofing detection corpus for single and multi-order audio replays

inferredcites →https://doi.org/10.1016/j.csl.2023.101599openalex-snapshot

Improving self-supervised learning model for audio spoofing detection with layer-conditioned embedding fusion

inferredcites →https://doi.org/10.1016/j.cviu.2022.103525openalex-snapshot

Deep learning for deepfakes creation and detection: A survey

inferredcites →https://doi.org/10.1016/j.dib.2020.106503openalex-snapshot

Ar-DAD: Arabic diversified audio dataset

inferredcites →https://doi.org/10.1016/j.dsp.2019.102622openalex-snapshot

Long-term high frequency features for synthetic speech detection

inferredcites →https://doi.org/10.1016/j.eswa.2017.08.015openalex-snapshot

Speaker identification features extraction methods: A systematic review

inferredcites →https://doi.org/10.1016/j.eswa.2021.115742openalex-snapshot

A review on social spam detection: Challenges, open issues, and future directions

inferredcites →https://doi.org/10.1016/j.eswa.2024.123941openalex-snapshot

Audio-deepfake detection: Adversarial attacks and countermeasures

inferredcites →https://doi.org/10.1016/j.heliyon.2023.e15090openalex-snapshot

Deepfakes as a threat to a speaker and facial recognition: An overview of tools and attack vectors

inferredcites →https://doi.org/10.1016/j.ijinfomgt.2019.08.002openalex-snapshot

Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy

inferredcites →https://doi.org/10.1016/j.ijinfomgt.2022.102510openalex-snapshot

Social media platforms and social enterprise: Bibliometric analysis and systematic review

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Multi-space channel representation learning for mono-to-binaural conversion based audio deepfake detection

inferredcites →https://doi.org/10.1016/j.ins.2023.03.006openalex-snapshot

Manipulation detection of key populations under information measurement

inferredcites →https://doi.org/10.1016/j.jvoice.2015.08.010openalex-snapshot

Automatic Voice Pathology Detection With Running Speech by Using Estimation of Auditory Spectrum and Cepstral Coefficients Based on the All-Pole Model

inferredcites →https://doi.org/10.1016/j.mlwa.2023.100503openalex-snapshot

Voice spoofing detection for multiclass attack classification using deep learning

inferredcites →https://doi.org/10.1016/j.osnem.2023.100250openalex-snapshot

Session-based cyberbullying detection in social media: A survey

inferredcites →https://doi.org/10.1016/j.specom.2014.10.005openalex-snapshot

Spoofing and countermeasures for speaker verification: A survey

inferredcites →https://doi.org/10.1016/j.specom.2017.01.008openalex-snapshot

An overview of voice conversion systems

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The Kestrel TTS text normalization system

inferredcites →https://doi.org/10.1080/23268743.2020.1757499openalex-snapshot

‘A Deepfake Porn Plot Intended to Silence Me’: exploring continuities between pornographic and ‘political’ deep fakes

inferredcites →https://doi.org/10.1089/cyber.2021.29208.jthopenalex-snapshot

The Social Impact of Deepfakes

inferredcites →https://doi.org/10.1093/jiplp/jpz164openalex-snapshot

Fake it till you make it: an examination of the US and English approaches to persona protection as applied to deepfakes on social media

inferredcites →https://doi.org/10.1109/access.2017.2687041openalex-snapshot

DNN Filter Bank Cepstral Coefficients for Spoofing Detection

inferredcites →https://doi.org/10.1109/access.2019.2923806openalex-snapshot

Toward Robust Audio Spoofing Detection: A Detailed Comparison of Traditional and Learned Features

inferredcites →https://doi.org/10.1109/access.2021.3133134openalex-snapshot

Voice Spoofing Countermeasure for Logical Access Attacks Detection

inferredcites →https://doi.org/10.1109/access.2022.3231480openalex-snapshot

Deepfake Audio Detection via MFCC Features Using Machine Learning

inferredcites →https://doi.org/10.1109/access.2023.3276480openalex-snapshot

TIMIT-TTS: A Text-to-Speech Dataset for Multimodal Synthetic Media Detection

inferredcites →https://doi.org/10.1109/access.2023.3286864openalex-snapshot

Detecting Fake Audio of Arabic Speakers Using Self-Supervised Deep Learning

inferredcites →https://doi.org/10.1109/access.2023.3344653openalex-snapshot

A Survey on the Detection and Impacts of Deepfakes in Visual, Audio, and Textual Formats

inferredcites →https://doi.org/10.1109/access.2024.3399264openalex-snapshot

Machine Learning-Based Opinion Spam Detection: A Systematic Literature Review

inferredcites →https://doi.org/10.1109/apsipaasc47483.2019.9023158openalex-snapshot

Replay detection using CQT-based modified group delay feature and ResNeWt network in ASVspoof 2019

inferredcites →https://doi.org/10.1109/asru46091.2019.9003845openalex-snapshot

Long Range Acoustic and Deep Features Perspective on ASVspoof 2019

inferredcites →https://doi.org/10.1109/chinasip.2015.7230476openalex-snapshot

Detecting synthetic speech using long term magnitude and phase information

inferredcites →https://doi.org/10.1109/icassp.1996.541110openalex-snapshot

Unit selection in a concatenative speech synthesis system using a large speech database

inferredcites →https://doi.org/10.1109/icassp.2013.6639067openalex-snapshot

Synthetic speech detection using temporal modulation feature

inferredcites →https://doi.org/10.1109/icassp.2016.7472051openalex-snapshot

Spoofing detection from a feature representation perspective

inferredcites →https://doi.org/10.1109/icassp.2016.7472650openalex-snapshot

Effectiveness of fundamental frequency (F0) and strength of excitation (SOE) for spoofed speech detection

inferredcites →https://doi.org/10.1109/icassp.2016.7472724openalex-snapshot

STC anti-spoofing systems for the ASVspoof 2015 challenge

inferredcites →https://doi.org/10.1109/icassp.2017.7953187openalex-snapshot

RedDots replayed: A new replay spoofing attack corpus for text-dependent speaker verification research

inferredcites →https://doi.org/10.1109/icassp.2018.8461368openalex-snapshot

Natural TTS Synthesis by Conditioning Wavenet on MEL Spectrogram Predictions

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Deep Griffin–Lim Iteration

inferredcites →https://doi.org/10.1109/icassp.2019.8682897openalex-snapshot

Cyclegan-VC2: Improved Cyclegan-based Non-parallel Voice Conversion

inferredcites →https://doi.org/10.1109/icassp.2019.8683143openalex-snapshot

Waveglow: A Flow-based Generative Network for Speech Synthesis

inferredcites →https://doi.org/10.1109/icassp.2019.8683282openalex-snapshot

ATTS2S-VC: Sequence-to-sequence Voice Conversion with Attention and Context Preservation Mechanisms

inferredcites →https://doi.org/10.1109/icassp39728.2021.9413828openalex-snapshot

Replay and Synthetic Speech Detection with Res2Net Architecture

inferredcites →https://doi.org/10.1109/icassp39728.2021.9414670openalex-snapshot

A Capsule Network Based Approach for Detection of Audio Spoofing Attacks

inferredcites →https://doi.org/10.1109/icassp39728.2021.9414718openalex-snapshot

Parallel Tacotron: Non-Autoregressive and Controllable TTS

inferredcites →https://doi.org/10.1109/icassp39728.2021.9414872openalex-snapshot

Adaspeech 2: Adaptive Text to Speech with Untranscribed Data

inferredcites →https://doi.org/10.1109/icassp40776.2020.9053086openalex-snapshot

Assessing the Scope of Generalized Countermeasures for Anti-Spoofing

inferredcites →https://doi.org/10.1109/icassp40776.2020.9053795openalex-snapshot

Parallel Wavegan: A Fast Waveform Generation Model Based on Generative Adversarial Networks with Multi-Resolution Spectrogram

inferredcites →https://doi.org/10.1109/icassp40776.2020.9054556openalex-snapshot

Mellotron: Multispeaker Expressive Voice Synthesis by Conditioning on Rhythm, Pitch and Global Style Tokens

inferredcites →https://doi.org/10.1109/icassp43922.2022.9746820openalex-snapshot

Audio Deepfake Detection System with Neural Stitching for ADD 2022

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/icassp43922.2022.9747020openalex-snapshot

NVC-Net: End-To-End Adversarial Voice Conversion

inferredcites →https://doi.org/10.1109/icassp43922.2022.9747186openalex-snapshot

Deepfake Speech Detection Through Emotion Recognition: A Semantic Approach

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

Fake Audio Detection Based On Unsupervised Pretraining Models

inferredcites →https://doi.org/10.1109/icassp43922.2022.9747664openalex-snapshot

VISinger: Variational Inference with Adversarial Learning for End-to-End Singing Voice Synthesis

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

inferredcites →https://doi.org/10.1109/icassp48485.2024.10446863openalex-snapshot

STREAMVC: Real-Time Low-Latency Voice Conversion

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

Multi-Scale Permutation Entropy for Audio Deepfake Detection

inferredcites →https://doi.org/10.1109/icassp49357.2023.10095105openalex-snapshot

DSPGAN: A Gan-Based Universal Vocoder for High-Fidelity TTS by Time-Frequency Domain Supervision from DSP

inferredcites →https://doi.org/10.1109/icip42928.2021.9506427openalex-snapshot

Recalibrated Bandpass Filtering On Temporal Waveform For Audio Spoof Detection

inferredcites →https://doi.org/10.1109/itnec52019.2021.9587053openalex-snapshot

IVCGAN:An Improved GAN for Voice Conversion

inferredcites →https://doi.org/10.1109/jstsp.2017.2684705openalex-snapshot

Spectral Features for Synthetic Speech Detection

inferredcites →https://doi.org/10.1109/jstsp.2020.2999185openalex-snapshot

Recurrent Convolutional Structures for Audio Spoof and Video Deepfake Detection

inferredcites →https://doi.org/10.1109/jstsp.2020.3002101openalex-snapshot

Media Forensics and DeepFakes: An Overview

inferredcites →https://doi.org/10.1109/lsp.2020.3016564openalex-snapshot

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inferredcites →https://doi.org/10.1109/lsp.2024.3439469openalex-snapshot

NeuralVC: Any-to-Any Voice Conversion Using Neural Networks Decoder for Real-Time Voice Conversion

inferredcites →https://doi.org/10.1109/mipr.2019.00104openalex-snapshot

Securing Voice-Driven Interfaces Against Fake (Cloned) Audio Attacks

inferredcites →https://doi.org/10.1109/mipr51284.2021.00076openalex-snapshot

Detection of AI-Synthesized Speech Using Cepstral & Bispectral Statistics

inferredcites →https://doi.org/10.1109/slt.2018.8639535openalex-snapshot

StarGAN-VC: non-parallel many-to-many Voice Conversion Using Star Generative Adversarial Networks

inferredcites →https://doi.org/10.1109/slt48900.2021.9383460openalex-snapshot

Conversational End-to-End TTS for Voice Agents

inferredcites →https://doi.org/10.1109/slt48900.2021.9383551openalex-snapshot

Multi-Band Melgan: Faster Waveform Generation For High-Quality Text-To-Speech

inferredcites →https://doi.org/10.1109/slt54892.2023.10022498openalex-snapshot

Styletts-VC: One-Shot Voice Conversion by Knowledge Transfer From Style-Based TTS Models

inferredcites →https://doi.org/10.1109/taslp.2016.2526653openalex-snapshot

Anti-Spoofing for Text-Independent Speaker Verification: An Initial Database, Comparison of Countermeasures, and Human Performance

inferredcites →https://doi.org/10.1109/taslp.2019.2946897openalex-snapshot

Extraction of Octave Spectra Information for Spoofing Attack Detection

inferredcites →https://doi.org/10.1109/taslp.2020.3038524openalex-snapshot

An Overview of Voice Conversion and Its Challenges: From Statistical Modeling to Deep Learning

inferredcites →https://doi.org/10.1109/taslp.2021.3066047openalex-snapshot

Transfer Learning From Speech Synthesis to Voice Conversion With Non-Parallel Training Data

inferredcites →https://doi.org/10.1109/tnnls.2017.2771947openalex-snapshot

Spoofing Detection in Automatic Speaker Verification Systems Using DNN Classifiers and Dynamic Acoustic Features

inferredcites →https://doi.org/10.1109/trustcom56396.2022.00111openalex-snapshot

SpecRNet: Towards Faster and More Accessible Audio DeepFake Detection

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Artificial Intelligence in Digital Media: The Era of Deepfakes

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A Review of Spam Detection in Social Media

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Clustering time series under the Fréchet distance

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Gmail Smart Compose

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Emotions Don't Lie

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DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake Voices

inferredcites →https://doi.org/10.1145/3425780openalex-snapshot

The Creation and Detection of Deepfakes

inferredcites →https://doi.org/10.1145/3437880.3460408openalex-snapshot

Fake Speech Detection Using Residual Network with Transformer Encoder

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What to do about deepfakes

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Exposing Vulnerabilities of Deepfake Detection Systems with Robust Attacks

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A Comparative Study on Physical and Perceptual Features for Deepfake Audio Detection

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Audio Deepfake Detection Based on a Combination of F0 Information and Real Plus Imaginary Spectrogram Features

inferredcites →https://doi.org/10.1145/3595353.3595883openalex-snapshot

GAN Discriminator based Audio Deepfake Detection

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The Ethical Implications of Generative Audio Models: A Systematic Literature Review

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Analysis of the current state of deepfake techniques-creation and detection methods

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Updating the Authentication of Digital Evidence in the International Criminal Court

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Synthetic speech detection through short-term and long-term prediction traces

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Parametric Statistical Modeling by Minimum Integrated Square Error

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Deep Learning for Multimedia Forensics

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DDDM-VC: Decoupled Denoising Diffusion Models with Disentangled Representation and Prior Mixup for Verified Robust Voice Conversion

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The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection

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inferredcites →https://doi.org/10.21437/odyssey.2020-19openalex-snapshot

Generalization of Audio Deepfake Detection

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Merlin: An Open Source Neural Network Speech Synthesis System

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Spoofing detection employing infinite impulse response — constant Q transform-based feature representations

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CycleGAN-VC: Non-parallel Voice Conversion Using Cycle-Consistent Adversarial Networks

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Non-Cepstral Uncertainty Vector for Replay Spoofed Speech Detection

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Audio deepfakes: A survey

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Audio Anti-Spoofing Based on Audio Feature Fusion

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Overview of Voice Conversion Methods Based on Deep Learning

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Speech Processing for Language Learning: A Practical Approach to Computer-Assisted Pronunciation Teaching

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Identification of Fake Stereo Audio Using SVM and CNN

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The rising trend of Metaverse in education: challenges, opportunities, and ethical considerations

What points at this work

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

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Cross-Domain Generalization in Audio Deepfake Detection: A Probing Study with Heterogeneous Audio Embeddings

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Dynamic knowledge condensation with audio-selective transformer for audio deepfake detection

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Deepfake audio detection and justification with explainable artificial intelligence

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Deepfake Audio Detection in Low-Resource Languages: A Case Study of Urdu

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Investigating the Viability of Employing Multi-modal Large Language Models in the Context of Audio Deepfake Detection

inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228290openalex-snapshot

Training-Free Deepfake Detection: An Identity-Guided Approach Using Facial Embeddings

inferred← citeshttps://doi.org/10.1109/lsp.2025.3634032openalex-snapshot

Multi-Scale Self-Supervised Learning for Efficient Audio Deepfake Detection

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Defending Speaker Verification Against Deepfake: A Multi-Step Approach

inferred← citeshttps://doi.org/10.1145/3746265.3759657openalex-snapshot

Learning to Fuse: A Gated Multi-Stream Framework for Generalized Audio Deepfake Detection

inferred← citeshttps://doi.org/10.1186/s13635-025-00217-3openalex-snapshot

ASTDT: an Interpretable Adaptive Spectro-Temporal Diffusion Transformer for audio deepfake detection

inferred← citeshttps://doi.org/10.3390/ai7090351openalex-snapshot

Audio Deepfake Detection Using Dual-Branch CNN with Shared Weights

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LJ-TTS: A Paired Real and Synthetic Speech Dataset for Single-Speaker TTS Analysis

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Deepfake Media Forensics: Status and Future Challenges

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The linguistics and ethics of deepfake audio translation: establishing normative foundations

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