Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation
Fuente:
arXiv
Saved in:
| Main Authors: | Huang, Wen, Gu, Yanmei, Wang, Zhiming, Zhu, Huijia, Qian, Yanmin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods
by: Huang, Wen, et al.
Published: (2025)
by: Huang, Wen, et al.
Published: (2025)
Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere
by: Yang, Mingru, et al.
Published: (2025)
by: Yang, Mingru, et al.
Published: (2025)
BreathNet: Generalizable Audio Deepfake Detection via Breath-Cue-Guided Feature Refinement
by: Ye, Zhe, et al.
Published: (2026)
by: Ye, Zhe, et al.
Published: (2026)
Generalizable Detection of Audio Deepfakes
by: Lopez, Jose A., et al.
Published: (2025)
by: Lopez, Jose A., et al.
Published: (2025)
From Sharpness to Better Generalization for Speech Deepfake Detection
by: Huang, Wen, et al.
Published: (2025)
by: Huang, Wen, et al.
Published: (2025)
BR-ASR: Efficient and Scalable Bias Retrieval Framework for Contextual Biasing ASR in Speech LLM
by: Gong, Xun, et al.
Published: (2025)
by: Gong, Xun, et al.
Published: (2025)
Generalized Audio Deepfake Detection Using Frame-level Latent Information Entropy
by: Zhao, Botao, et al.
Published: (2025)
by: Zhao, Botao, et al.
Published: (2025)
Beyond Identity: A Generalizable Approach for Deepfake Audio Detection
by: Ahmadiadli, Yasaman, et al.
Published: (2025)
by: Ahmadiadli, Yasaman, et al.
Published: (2025)
Flow-TSVAD: Target-Speaker Voice Activity Detection via Latent Flow Matching
by: Chen, Zhengyang, et al.
Published: (2024)
by: Chen, Zhengyang, et al.
Published: (2024)
Retrieval-Augmented Audio Deepfake Detection
by: Kang, Zuheng, et al.
Published: (2024)
by: Kang, Zuheng, et al.
Published: (2024)
Detection of Deepfake Environmental Audio
by: Ouajdi, Hafsa, et al.
Published: (2024)
by: Ouajdi, Hafsa, et al.
Published: (2024)
ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild
by: Yi, Jiangyan, et al.
Published: (2024)
by: Yi, Jiangyan, et al.
Published: (2024)
Unified Audio Event Detection
by: Jiang, Yidi, et al.
Published: (2024)
by: Jiang, Yidi, et al.
Published: (2024)
RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection
by: Chen, Yujie, et al.
Published: (2024)
by: Chen, Yujie, et al.
Published: (2024)
RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection
by: Fu, Ruibo, et al.
Published: (2025)
by: Fu, Ruibo, et al.
Published: (2025)
Targeted Augmented Data for Audio Deepfake Detection
by: Astrid, Marcella, et al.
Published: (2024)
by: Astrid, Marcella, et al.
Published: (2024)
Transferable Adversarial Attacks on Audio Deepfake Detection
by: Farooq, Muhammad Umar, et al.
Published: (2025)
by: Farooq, Muhammad Umar, et al.
Published: (2025)
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)
Does Current Deepfake Audio Detection Model Effectively Detect ALM-based Deepfake Audio?
by: Xie, Yuankun, et al.
Published: (2024)
by: Xie, Yuankun, 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)
Continuous Learning of Transformer-based Audio Deepfake Detection
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection
by: Han, Bing, et al.
Published: (2025)
by: Han, Bing, et al.
Published: (2025)
SynHate: Detecting Hate Speech in Synthetic Deepfake Audio
by: Ranjan, Rishabh, et al.
Published: (2025)
by: Ranjan, Rishabh, et al.
Published: (2025)
Towards Lightweight Speaker Verification via Adaptive Neural Network Quantization
by: Liu, Bei, et al.
Published: (2024)
by: Liu, Bei, et al.
Published: (2024)
Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection
by: Viakhirev, Ivan, et al.
Published: (2025)
by: Viakhirev, Ivan, et al.
Published: (2025)
Lightweight Resolution-Aware Audio Deepfake Detection via Cross-Scale Attention and Consistency Learning
by: Shahriar, K. A.
Published: (2026)
by: Shahriar, K. A.
Published: (2026)
ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection
by: Gu, Hao, et al.
Published: (2025)
by: Gu, Hao, et al.
Published: (2025)
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
by: Kheir, Yassine El, et al.
Published: (2025)
by: Kheir, Yassine El, et al.
Published: (2025)
Prototype and Instance Contrastive Learning for Unsupervised Domain Adaptation in Speaker Verification
by: Huang, Wen, et al.
Published: (2024)
by: Huang, Wen, et al.
Published: (2024)
From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview
by: Li, Yupei, et al.
Published: (2024)
by: Li, Yupei, et al.
Published: (2024)
Source Tracing of Audio Deepfake Systems
by: Klein, Nicholas, et al.
Published: (2024)
by: Klein, Nicholas, et al.
Published: (2024)
DeepFense: A Unified, Modular, and Extensible Framework for Robust Deepfake Audio Detection
by: Kheir, Yassine El, et al.
Published: (2026)
by: Kheir, Yassine El, et al.
Published: (2026)
Advancing Continual Learning for Robust Deepfake Audio Classification
by: Dong, Feiyi, et al.
Published: (2024)
by: Dong, Feiyi, et al.
Published: (2024)
Towards Robust Audio Deepfake Detection: A Evolving Benchmark for Continual Learning
by: Zhang, Xiaohui, et al.
Published: (2024)
by: Zhang, Xiaohui, et al.
Published: (2024)
AudioLCM: Text-to-Audio Generation with Latent Consistency Models
by: Liu, Huadai, et al.
Published: (2024)
by: Liu, Huadai, et al.
Published: (2024)
The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio
by: Xie, Yuankun, et al.
Published: (2024)
by: Xie, Yuankun, et al.
Published: (2024)
ALDAS: Audio-Linguistic Data Augmentation for Spoofed Audio Detection
by: Khanjani, Zahra, et al.
Published: (2024)
by: Khanjani, Zahra, et al.
Published: (2024)
WeSep: A Scalable and Flexible Toolkit Towards Generalizable Target Speaker Extraction
by: Wang, Shuai, et al.
Published: (2024)
by: Wang, Shuai, et al.
Published: (2024)
Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy
by: Chen, Xuanjun, et al.
Published: (2025)
by: Chen, Xuanjun, et al.
Published: (2025)
SIGNL: A Label-Efficient Audio Deepfake Detection System via Spectral-Temporal Graph Non-Contrastive Learning
by: Febrinanto, Falih Gozi, et al.
Published: (2025)
by: Febrinanto, Falih Gozi, et al.
Published: (2025)
Similar Items
-
SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods
by: Huang, Wen, et al.
Published: (2025) -
Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere
by: Yang, Mingru, et al.
Published: (2025) -
BreathNet: Generalizable Audio Deepfake Detection via Breath-Cue-Guided Feature Refinement
by: Ye, Zhe, et al.
Published: (2026) -
Generalizable Detection of Audio Deepfakes
by: Lopez, Jose A., et al.
Published: (2025) -
From Sharpness to Better Generalization for Speech Deepfake Detection
by: Huang, Wen, et al.
Published: (2025)