Cover Image

Continuous Learning of Transformer-based Audio Deepfake Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Le, Tuan Duy Nguyen, Teh, Kah Kuan, Tran, Huy Dat
Format:	Preprint
Published:	2024
Subjects:	Sound Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

XLSR-Kanformer: A KAN-Intergrated model for Synthetic Speech Detection
by: Dat, Phuong Tuan, et al.
Published: (2025)

AsyncSwitch: Asynchronous Text-Speech Adaptation for Code-Switched ASR
by: Nguyen, Tuan, et al.
Published: (2025)

Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models
by: Phuong, Tuan Dat, et al.
Published: (2025)

Can we train ASR systems on Code-switch without real code-switch data? Case study for Singapore's languages
by: Nguyen, Tuan, et al.
Published: (2025)

Acoustic scattering AI for non-invasive object classifications: A case study on hair assessment
by: Hoang, Long-Vu, et al.
Published: (2025)

Qwen vs. Gemma Integration with Whisper: A Comparative Study in Multilingual SpeechLLM Systems
by: Nguyen, Tuan, et al.
Published: (2025)

A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection
by: Pham, Lam, et al.
Published: (2024)

Towards Robust Audio Deepfake Detection: A Evolving Benchmark for Continual Learning
by: Zhang, Xiaohui, et al.
Published: (2024)

Advancing Continual Learning for Robust Deepfake Audio Classification
by: Dong, Feiyi, et al.
Published: (2024)

Detection of Deepfake Environmental Audio
by: Ouajdi, Hafsa, et al.
Published: (2024)

Generalizable Detection of Audio Deepfakes
by: Lopez, Jose A., et al.
Published: (2025)

AFSS: Artifact-Focused Self-Synthesis for Mitigating Bias in Audio Deepfake Detection
by: Nguyen-Le, Hai-Son, et al.
Published: (2026)

Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models
by: Pham, Lam, et al.
Published: (2024)

Transferable Adversarial Attacks on Audio Deepfake Detection
by: Farooq, Muhammad Umar, et al.
Published: (2025)

Region-Based Optimization in Continual Learning for Audio Deepfake Detection
by: Chen, Yujie, et al.
Published: (2024)

Does Current Deepfake Audio Detection Model Effectively Detect ALM-based Deepfake Audio?
by: Xie, Yuankun, et al.
Published: (2024)

Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2024)

ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild
by: Yi, Jiangyan, et al.
Published: (2024)

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio
by: Ranjan, Rishabh, et al.
Published: (2025)

Enhancing Generalization in Audio Deepfake Detection: A Neural Collapse based Sampling and Training Approach
by: Yousif, Mohammed, et al.
Published: (2024)

Lightweight Resolution-Aware Audio Deepfake Detection via Cross-Scale Attention and Consistency Learning
by: Shahriar, K. A.
Published: (2026)

Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere
by: Yang, Mingru, et al.
Published: (2025)

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
by: Kheir, Yassine El, et al.
Published: (2025)

RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection
by: Fu, Ruibo, et al.
Published: (2025)

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation
by: Huang, Wen, et al.
Published: (2025)

From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview
by: Li, Yupei, et al.
Published: (2024)

Source Tracing of Audio Deepfake Systems
by: Klein, Nicholas, et al.
Published: (2024)

SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection
by: Zhu, Yi, et al.
Published: (2024)

Generalized Audio Deepfake Detection Using Frame-level Latent Information Entropy
by: Zhao, Botao, et al.
Published: (2025)

Adapter Incremental Continual Learning of Efficient Audio Spectrogram Transformers
by: Selvaraj, Nithish Muthuchamy, et al.
Published: (2023)

RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection
by: Chen, Yujie, et al.
Published: (2024)

DeepFense: A Unified, Modular, and Extensible Framework for Robust Deepfake Audio Detection
by: Kheir, Yassine El, et al.
Published: (2026)

SIGNL: A Label-Efficient Audio Deepfake Detection System via Spectral-Temporal Graph Non-Contrastive Learning
by: Febrinanto, Falih Gozi, et al.
Published: (2025)

Open-Set Source Tracing of Audio Deepfake Systems
by: Klein, Nicholas, et al.
Published: (2025)

Perturbed Public Voices (P$^{2}$V): A Dataset for Robust Audio Deepfake Detection
by: Gao, Chongyang, et al.
Published: (2025)

BreathNet: Generalizable Audio Deepfake Detection via Breath-Cue-Guided Feature Refinement
by: Ye, Zhe, et al.
Published: (2026)

Retrieval-Augmented Audio Deepfake Detection
by: Kang, Zuheng, et al.
Published: (2024)

Does Audio Deepfake Detection Generalize?
by: Müller, Nicolas M., et al.
Published: (2022)

Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audio
by: Lu, Yi, et al.
Published: (2024)

Beyond Identity: A Generalizable Approach for Deepfake Audio Detection
by: Ahmadiadli, Yasaman, et al.
Published: (2025)