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Interpretable Hybrid Deep Learning for Synthetic Voice Detection with Feature-Specific Explanations

https://doi.org/10.2139/ssrn.5525967
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inferredcites →https://doi.org/10.1007/978-3-031-44067-0_24openalex-snapshot
Unveiling Black-Boxes: Explainable Deep Learning Models for Patent Classification
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.2025.101840openalex-snapshot
Towards explainable spoofed speech attribution and detection: A probabilistic approach for characterizing speech synthesizer components
inferredcites →https://doi.org/10.1016/j.cviu.2024.104145openalex-snapshot
Acoustic features analysis for explainable machine learning-based audio spoofing detection
inferredcites →https://doi.org/10.1016/j.jfranklin.2023.11.038openalex-snapshot
AudioMNIST: Exploring Explainable Artificial Intelligence for audio analysis on a simple benchmark
inferredcites →https://doi.org/10.1093/bib/bbad236openalex-snapshot
Explainable AI for Bioinformatics: Methods, Tools and Applications
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/apsipaasc58517.2023.10317331openalex-snapshot
Deepfake-speech Detection with Pathological Features and Multilayer Perceptron Neural Network
inferredcites →https://doi.org/10.1109/icassp43922.2022.9747476openalex-snapshot
Explaining Deep Learning Models for Spoofing and Deepfake Detection with Shapley Additive Explanations
inferredcites →https://doi.org/10.1109/icit58056.2023.10226172openalex-snapshot
Unmasking the Truth: A Deep Learning Approach to Detecting Deepfake Audio Through MFCC Features
inferredcites →https://doi.org/10.1109/issre59848.2023.00029openalex-snapshot
Hidden-in-Wave: A Novel Idea to Camouflage AI-Synthesized Voices Based on Speaker-Irrelative Features
inferredcites →https://doi.org/10.1109/smart59791.2023.10428163openalex-snapshot
Audio Deepfake Detection Using Deep Learning
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/10.1111/exsy.13322openalex-snapshot
Review of audio deepfake detection techniques: Issues and prospects
inferredcites →https://doi.org/10.1145/3394171.3413716openalex-snapshot
DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake Voices
inferredcites →https://doi.org/10.1145/3552466.3556523openalex-snapshot
A Comparative Study on Physical and Perceptual Features for Deepfake Audio Detection
inferredcites →https://doi.org/10.1145/3552466.3556525openalex-snapshot
An Initial Investigation for Detecting Vocoder Fingerprints of Fake Audio
inferredcites →https://doi.org/10.1145/3552466.3556526openalex-snapshot
Audio Deepfake Detection Based on a Combination of F0 Information and Real Plus Imaginary Spectrogram Features
inferredcites →https://doi.org/10.1145/3624748openalex-snapshot
Multimodal Neurosymbolic Approach for Explainable Deepfake Detection
inferredcites →https://doi.org/10.1145/3714458openalex-snapshot
A Survey on Speech Deepfake Detection
inferredcites →https://doi.org/10.1609/aimag.v38i3.2741openalex-snapshot
European Union Regulations on Algorithmic Decision Making and a “Right to Explanation”
inferredcites →https://doi.org/10.23919/apsipaasc55919.2022.9980281openalex-snapshot
Contribution of Timbre and Shimmer Features to Deepfake Speech Detection
inferredcites →https://doi.org/10.3390/jimaging11030073openalex-snapshot
Deepfake Media Forensics: Status and Future Challenges
inferredcites →https://doi.org/10.34190/iccws.17.1.25openalex-snapshot
Rising Above Misinformation and Deepfakes
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