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Audio Deepfake Detection Using Deep Learning

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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/s10489-022-03766-zopenalex-snapshot

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

inferredcites →https://doi.org/10.1016/b0-08-044854-2/00909-3openalex-snapshot

International Speech Communication Association

inferredcites →https://doi.org/10.1016/j.apenergy.2024.123626openalex-snapshot

TriChronoNet: Advancing electricity price prediction with Multi-module fusion

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.2020.101114openalex-snapshot

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

inferredcites →https://doi.org/10.1016/j.eswa.2019.03.036openalex-snapshot

Behind the cues: A benchmarking study for fake news detection

inferredcites →https://doi.org/10.1016/j.inffus.2024.102682openalex-snapshot

Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites

inferredcites →https://doi.org/10.1016/j.ins.2019.05.035openalex-snapshot

A survey on fake news and rumour detection techniques

inferredcites →https://doi.org/10.1016/j.knosys.2025.115179openalex-snapshot

CLAD: Robust audio deepfake detection against manipulation attacks with contrastive learning

inferredcites →https://doi.org/10.1016/j.neucom.2017.07.060openalex-snapshot

Class-balanced siamese neural networks

inferredcites →https://doi.org/10.1016/j.procs.2023.01.283openalex-snapshot

The Effect of Deep Learning Methods on Deepfake Audio Detection for Digital Investigation

inferredcites →https://doi.org/10.1038/s41598-023-41545-zopenalex-snapshot

Utilizing convolutional neural networks to classify monkeypox skin lesions

inferredcites →https://doi.org/10.1038/s41598-024-51615-5openalex-snapshot

Optimizing classification of diseases through language model analysis of symptoms

inferredcites →https://doi.org/10.1109/89.661472openalex-snapshot

Continuous probabilistic transform for voice conversion

inferredcites →https://doi.org/10.1109/access.2019.2960097openalex-snapshot

Anti-Forensics of Audio Source Identification Using Generative Adversarial Network

inferredcites →https://doi.org/10.1109/access.2023.3333866openalex-snapshot

Audio Deepfake Approaches

inferredcites →https://doi.org/10.1109/asru.2017.8268989openalex-snapshot

End-to-end text-independent speaker verification with flexibility in utterance duration

inferredcites →https://doi.org/10.1109/cvpr.1991openalex-snapshot

Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition

inferredcites →https://doi.org/10.1109/cvpr.1993openalex-snapshot

Proceedings of IEEE Conference on Computer Vision and Pattern Recognition

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/iccv.1995.466933openalex-snapshot

Proceedings of IEEE International Conference on Computer Vision

inferredcites →https://doi.org/10.1109/icmew46912.2020.9105991openalex-snapshot

Deepfake Detection: Current Challenges and Next Steps

inferredcites →https://doi.org/10.1109/is262782.2024.10704095openalex-snapshot

Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models

inferredcites →https://doi.org/10.1109/jstars.2024.3415729openalex-snapshot

Modality Fusion Vision Transformer for Hyperspectral and LiDAR Data Collaborative Classification

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/lsp.2021.3089437openalex-snapshot

Towards End-to-End Synthetic Speech Detection

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/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.2024.3439996openalex-snapshot

RefXVC: Cross-Lingual Voice Conversion With Enhanced Reference Leveraging

inferredcites →https://doi.org/10.1109/tce.2024.3361037openalex-snapshot

Mobile Traffic Prediction in Consumer Applications: A Multimodal Deep Learning Approach

inferredcites →https://doi.org/10.1109/tip.2005.849938openalex-snapshot

2006 International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2006)

inferredcites →https://doi.org/10.1111/exsy.13322openalex-snapshot

Review of audio deepfake detection techniques: Issues and prospects

inferredcites →https://doi.org/10.1111/exsy.13570openalex-snapshot

A review of deep learning‐based approaches for deepfake content detection

inferredcites →https://doi.org/10.1145/1273496openalex-snapshot

Proceedings of the 24th international conference on Machine learning

inferredcites →https://doi.org/10.1145/1390156openalex-snapshot

Proceedings of the 25th international conference on Machine learning - ICML '08

inferredcites →https://doi.org/10.1145/3230744.3230818openalex-snapshot

RSGAN

inferredcites →https://doi.org/10.1145/3583780.3615497openalex-snapshot

Retention is All You Need

inferredcites →https://doi.org/10.1186/s12911-024-02682-1openalex-snapshot

The power of deep learning in simplifying feature selection for hepatocellular carcinoma: a review

inferredcites →https://doi.org/10.1186/s40537-024-00944-3openalex-snapshot

Feature reduction for hepatocellular carcinoma prediction using machine learning algorithms

inferredcites →https://doi.org/10.1186/s40537-024-00985-8openalex-snapshot

Optimizing poultry audio signal classification with deep learning and burn layer fusion

inferredcites →https://doi.org/10.15779/z38rv0d15jopenalex-snapshot

Deep Fakes: A Looming Challenge for Privacy

inferredcites →https://doi.org/10.2139/ssrn.4030341openalex-snapshot

Deep Learning for Deepfakes Creation and Detection: A Survey

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.2020-1760openalex-snapshot

Self-Supervised Spoofing Audio Detection Scheme

inferredcites →https://doi.org/10.21437/interspeech.2021-930openalex-snapshot

Half-Truth: A Partially Fake Audio Detection Dataset

inferredcites →https://doi.org/10.21437/interspeech.2024-1703openalex-snapshot

FakeSound: Deepfake General Audio Detection

inferredcites →https://doi.org/10.21437/vcc_bc.2020-14openalex-snapshot

Voice Conversion Challenge 2020 –- Intra-lingual semi-parallel and cross-lingual voice conversion –-

inferredcites →https://doi.org/10.3390/arm92050037openalex-snapshot

Secure and Transparent Lung and Colon Cancer Classification Using Blockchain and Microsoft Azure

inferredcites →https://doi.org/10.3390/bdcc7040170openalex-snapshot

Arabic Toxic Tweet Classification: Leveraging the AraBERT Model

inferredcites →https://doi.org/10.3390/computers13040099openalex-snapshot

Detection of Deepfake Media Using a Hybrid CNN–RNN Model and Particle Swarm Optimization (PSO) Algorithm

inferredcites →https://doi.org/10.3390/computers14010001openalex-snapshot

Distinguishing Reality from AI: Approaches for Detecting Synthetic Content

inferredcites →https://doi.org/10.48550/arxiv.1806.04558openalex-snapshot

Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis

inferredcites →https://doi.org/10.48550/arxiv.2010.12173openalex-snapshot

A Cross-Verification Approach for Protecting World Leaders from Fake and Tampered Audio

inferredcites →https://doi.org/10.48550/arxiv.2108.05684openalex-snapshot

RW-Resnet: A Novel Speech Anti-Spoofing Model Using Raw Waveform

inferredcites →https://doi.org/10.48550/arxiv.2401.05614openalex-snapshot

Self-Attention and Hybrid Features for Replay and Deep-Fake Audio Detection

inferredcites →https://doi.org/10.48550/arxiv.2406.16326openalex-snapshot

RefXVC: Cross-Lingual Voice Conversion with Enhanced Reference Leveraging

inferredcites →https://doi.org/10.52202/079017-2168openalex-snapshot

SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection

inferredcites →https://doi.org/10.7717/peerj-cs.2037openalex-snapshot

Deepfake forensics: a survey of digital forensic methods for multimodal deepfake identification on social media

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-3-032-11402-0_22openalex-snapshot

Enhancing Deepfake Detection with Audio Spectrograms and Siamese Networks

inferred← citeshttps://doi.org/10.1007/978-3-032-27117-4_14openalex-snapshot

An Intelligent Approach to Artificial Speech Detection and Identification Based on KNN

inferred← citeshttps://doi.org/10.1007/978-3-032-37438-7_35openalex-snapshot

Spanish Audio DeepFake Detection

inferred← citeshttps://doi.org/10.1016/j.array.2026.101189openalex-snapshot

Deepfake aware cyberbullying detection using a Siamese CNN–LSTM framework with particle swarm optimization

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.130722openalex-snapshot

A multi-level and iterative feature engineering framework for deepfake audio detection

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/apsipaasc65261.2025.11249340openalex-snapshot

ArcticEcho: A Novel Speaker-Controlled Voice Cloning Dataset for Modern Deepfake Detection Benchmarking

inferred← citeshttps://doi.org/10.1109/ic2e365635.2025.11167331openalex-snapshot

Deepfake Detection Using AI And Machine Learning Algorithms

inferred← citeshttps://doi.org/10.1109/iccsie65832.2025.00037openalex-snapshot

Spectral Encoding Recognition and Denoising Based on PPO Algorithm and Enhanced Wave-U-Net Model

inferred← citeshttps://doi.org/10.1109/icerect65215.2025.11376141openalex-snapshot

Multilingual Deepfake Audio Detection Using Convolutional Neural Networks and Gradient Boosting

inferred← citeshttps://doi.org/10.1111/1556-4029.70432openalex-snapshot

EMBNet: Multi‐scale feature learning with efficient channel attention for deepfake speech detection

inferred← citeshttps://doi.org/10.1186/s42400-026-00634-yopenalex-snapshot

Layer-aware deep feature optimization for privacy-preserving face biometrics with revocable key binding

inferred← citeshttps://doi.org/10.2139/ssrn.6384978openalex-snapshot

A Comprehensive Comparative Analysis of Deepfake Detection Techniques in Visual, Audio, and Audio-Visual Domains

inferred← citeshttps://doi.org/10.2139/ssrn.7067177openalex-snapshot

Spatio-Temporal Reconstruction of Video Frames for Efficient Real-Time Deepfake Detection

inferred← citeshttps://doi.org/10.22201/fder.23959045e.2026.30.96151openalex-snapshot

Intencionalidad dolosa en los deepfakes: regulación penal del daño perpetuo en el ámbito digital para 2025 en República Dominicana

inferred← citeshttps://doi.org/10.3390/bdcc10010025openalex-snapshot

FakeVoiceFinder: An Open-Source Framework for Synthetic and Deepfake Audio Detection

inferred← citeshttps://doi.org/10.48084/etasr.13400openalex-snapshot

Deepfake Audio Detection in Voice Authentication: A Spectral and CNN-Based Comprehensive Review

inferred← citeshttps://doi.org/10.65540/jar.v29i2.1293openalex-snapshot

Audio Deep Fake Detection Using an Ensemble Learning Approach

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