Enhancing Generalization in Audio Deepfake Detection: A Neural Collapse based Sampling and Training Approach

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yousif, Mohammed, Mathew, Jonat John, Pallan, Huzaifa, Padda, Agamjeet Singh, Shah, Syed Daniyal, Adamski, Sara, Reddiboina, Madhu, Pankajakshan, Arjun
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

Towards the Development of a Real-Time Deepfake Audio Detection System in Communication Platforms
by: Mathew, Jonat John, et al.
Published: (2024)

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

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

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

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

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

Continuous Learning of Transformer-based Audio Deepfake Detection
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)

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

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

DFADD: The Diffusion and Flow-Matching Based Audio Deepfake Dataset
by: Du, Jiawei, et al.
Published: (2024)

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

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)

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

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy
by: Chen, Xuanjun, et al.
Published: (2025)

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

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

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

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

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

I Can Hear You: Selective Robust Training for Deepfake Audio Detection
by: Zhang, Zirui, et al.
Published: (2024)

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

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

CodecFake+: A Large-Scale Neural Audio Codec-Based Deepfake Speech Dataset
by: Chen, Xuanjun, et al.
Published: (2025)

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

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

SRC-gAudio: Sampling-Rate-Controlled Audio Generation
by: Li, Chenxing, et al.
Published: (2024)

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)

Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2025)

Targeted Augmented Data for Audio Deepfake Detection
by: Astrid, Marcella, et al.
Published: (2024)

Replay Attacks Against Audio Deepfake Detection
by: Müller, Nicolas, et al.
Published: (2025)

Toward Transdisciplinary Approaches to Audio Deepfake Discernment
by: Janeja, Vandana P., et al.
Published: (2024)

Audio Deepfake Attribution: An Initial Dataset and Investigation
by: Yan, Xinrui, et al.
Published: (2022)

Weighted-Sampling Audio Adversarial Example Attack
by: Liu, Xiaolei, et al.
Published: (2019)

AudioEditor: A Training-Free Diffusion-Based Audio Editing Framework
by: Jia, Yuhang, et al.
Published: (2024)

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

CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems
by: Wu, Haibin, et al.
Published: (2024)

Study of Lightweight Transformer Architectures for Single-Channel Speech Enhancement
by: Zhao, Haixin, et al.
Published: (2025)