Attention-based Mixture of Experts for Robust Speech Deepfake Detection
Fuente:
arXiv
Saved in:
| Main Authors: | Negroni, Viola, Salvi, Davide, Mezza, Alessandro Ilic, Bestagini, Paolo, Tubaro, Stefano |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Leveraging Mixture of Experts for Improved Speech Deepfake Detection
by: Negroni, Viola, et al.
Published: (2024)
by: Negroni, Viola, et al.
Published: (2024)
Source Verification for Speech Deepfakes
by: Negroni, Viola, et al.
Published: (2025)
by: Negroni, Viola, et al.
Published: (2025)
Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2025)
by: Salvi, Davide, et al.
Published: (2025)
Forensic Similarity for Speech Deepfakes
by: Negroni, Viola, et al.
Published: (2025)
by: Negroni, Viola, et al.
Published: (2025)
Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2024)
by: Salvi, Davide, et al.
Published: (2024)
Analyzing the Impact of Splicing Artifacts in Partially Fake Speech Signals
by: Negroni, Viola, et al.
Published: (2024)
by: Negroni, Viola, et al.
Published: (2024)
Multi-Task Transformer for Explainable Speech Deepfake Detection via Formant Modeling
by: Negroni, Viola, et al.
Published: (2026)
by: Negroni, Viola, et al.
Published: (2026)
Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching
by: Coletta, Emma, et al.
Published: (2025)
by: Coletta, Emma, et al.
Published: (2025)
Comparative Analysis of ASR Methods for Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2024)
by: Salvi, Davide, et al.
Published: (2024)
Listening Between the Lines: Synthetic Speech Detection Disregarding Verbal Content
by: Salvi, Davide, et al.
Published: (2024)
by: Salvi, Davide, et al.
Published: (2024)
FakeMusicCaps: a Dataset for Detection and Attribution of Synthetic Music Generated via Text-to-Music Models
by: Comanducci, Luca, et al.
Published: (2024)
by: Comanducci, Luca, et al.
Published: (2024)
POLIPHONE: A Dataset for Smartphone Model Identification from Audio Recordings
by: Salvi, Davide, et al.
Published: (2024)
by: Salvi, Davide, et al.
Published: (2024)
The IEEE-IS2 2024 Music Packet Loss Concealment Challenge
by: Mezza, Alessandro Ilic, et al.
Published: (2024)
by: Mezza, Alessandro Ilic, et al.
Published: (2024)
Compression Robust Synthetic Speech Detection Using Patched Spectrogram Transformer
by: Yadav, Amit Kumar Singh, et al.
Published: (2024)
by: Yadav, Amit Kumar Singh, et al.
Published: (2024)
Not All Deepfakes Are Created Equal: Triaging Audio Forgeries for Robust Deepfake Singer Identification
by: Salvi, Davide, et al.
Published: (2025)
by: Salvi, Davide, et al.
Published: (2025)
FairSSD: Understanding Bias in Synthetic Speech Detectors
by: Yadav, Amit Kumar Singh, et al.
Published: (2024)
by: Yadav, Amit Kumar Singh, et al.
Published: (2024)
MoLEx: Mixture of LoRA Experts in Speech Self-Supervised Models for Audio Deepfake Detection
by: Pan, Zihan, et al.
Published: (2025)
by: Pan, Zihan, et al.
Published: (2025)
Toward Deep Drum Source Separation
by: Mezza, Alessandro Ilic, et al.
Published: (2023)
by: Mezza, Alessandro Ilic, et al.
Published: (2023)
Data-Driven Room Acoustic Modeling Via Differentiable Feedback Delay Networks With Learnable Delay Lines
by: Mezza, Alessandro Ilic, et al.
Published: (2024)
by: Mezza, Alessandro Ilic, et al.
Published: (2024)
Fine-Grained Frame Modeling in Multi-head Self-Attention for Speech Deepfake Detection
by: Phuong, Tuan Dat, et al.
Published: (2026)
by: Phuong, Tuan Dat, et al.
Published: (2026)
Mixture of Low-Rank Adapter Experts in Generalizable Audio Deepfake Detection
by: Laakkonen, Janne, et al.
Published: (2025)
by: Laakkonen, Janne, et al.
Published: (2025)
Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection
by: Viakhirev, Ivan, et al.
Published: (2025)
by: Viakhirev, Ivan, et al.
Published: (2025)
Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning
by: Dvirniak, Artem, et al.
Published: (2026)
by: Dvirniak, Artem, et al.
Published: (2026)
RTCFake: Speech Deepfake Detection in Real-Time Communication
by: Xue, Jun, et al.
Published: (2026)
by: Xue, Jun, et al.
Published: (2026)
Addressing Gradient Misalignment in Data-Augmented Training for Robust Speech Deepfake Detection
by: Truong, Duc-Tuan, et al.
Published: (2025)
by: Truong, Duc-Tuan, et al.
Published: (2025)
A Comparative Study on Proactive and Passive Detection of Deepfake Speech
by: Wu, Chia-Hua, et al.
Published: (2025)
by: Wu, Chia-Hua, et al.
Published: (2025)
CAMEL: Cross-Attention Enhanced Mixture-of-Experts and Language Bias for Code-Switching Speech Recognition
by: Wang, He, et al.
Published: (2024)
by: Wang, He, et al.
Published: (2024)
Unmasking Deepfakes: Leveraging Augmentations and Features Variability for Deepfake Speech Detection
by: Rimon, Inbal, et al.
Published: (2025)
by: Rimon, Inbal, et al.
Published: (2025)
Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection
by: Xue, Jun, et al.
Published: (2026)
by: Xue, Jun, et al.
Published: (2026)
Fake Speech Wild: Detecting Deepfake Speech on Social Media Platform
by: Xie, Yuankun, et al.
Published: (2025)
by: Xie, Yuankun, et al.
Published: (2025)
Robust Audiovisual Speech Recognition Models with Mixture-of-Experts
by: Wu, Yihan, et al.
Published: (2024)
by: Wu, Yihan, et al.
Published: (2024)
Wav2DF-TSL: Two-stage Learning with Efficient Pre-training and Hierarchical Experts Fusion for Robust Audio Deepfake Detection
by: Hao, Yunqi, et al.
Published: (2025)
by: Hao, Yunqi, et al.
Published: (2025)
BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention
by: Kheir, Yassine El, et al.
Published: (2025)
by: Kheir, Yassine El, et al.
Published: (2025)
Spectrogram-Based Detection of Auto-Tuned Vocals in Music Recordings
by: Gohari, Mahyar, et al.
Published: (2024)
by: Gohari, Mahyar, et al.
Published: (2024)
A Data-Centric Approach to Generalizable Speech Deepfake Detection
by: Huang, Wen, et al.
Published: (2025)
by: Huang, Wen, et al.
Published: (2025)
SNAP: Speaker Nulling for Artifact Projection in Speech Deepfake Detection
by: Jung, Kyudan, et al.
Published: (2026)
by: Jung, Kyudan, et al.
Published: (2026)
HQ-MPSD: A Multilingual Artifact-Controlled Benchmark for Partial Deepfake Speech Detection
by: Li, Menglu, et al.
Published: (2025)
by: Li, Menglu, et al.
Published: (2025)
How Well Do Current Speech Deepfake Detection Methods Generalize to the Real World?
by: Li, Daixian, et al.
Published: (2026)
by: Li, Daixian, et al.
Published: (2026)
ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Evaluation Plan
by: Zhang, Xueping, et al.
Published: (2026)
by: Zhang, Xueping, et al.
Published: (2026)
PhonemeDF: A Synthetic Speech Dataset for Audio Deepfake Detection and Naturalness Evaluation
by: Nallaguntla, Vamshi, et al.
Published: (2026)
by: Nallaguntla, Vamshi, et al.
Published: (2026)
Similar Items
-
Leveraging Mixture of Experts for Improved Speech Deepfake Detection
by: Negroni, Viola, et al.
Published: (2024) -
Source Verification for Speech Deepfakes
by: Negroni, Viola, et al.
Published: (2025) -
Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2025) -
Forensic Similarity for Speech Deepfakes
by: Negroni, Viola, et al.
Published: (2025) -
Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2024)