Imagen de Portada

DFALLM: Achieving Generalizable Multitask Deepfake Detection by Optimizing Audio LLM Components

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Li, Yupei, Wang, Li, Wang, Yuxiang, Wang, Lei, Cai, Rizhao, Shi, Jie, Schuller, Björn W., Wu, Zhizheng
Formato:	Preprint
Publicado:	2025
Materias:	Sound
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

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

Enhancing Efficiency and Performance in Deepfake Audio Detection through Neuron-level Dropin & Neuroplasticity Mechanisms
por: Li, Yupei, et al.
Publicado: (2026)

The Affective Bridge: Preserving Speech Representations while Enhancing Deepfake Detection vian emotional Constraints
por: Li, Yupei, et al.
Publicado: (2025)

Diffusion Reconstruction towards Generalizable Audio Deepfake Detection
por: Cheng, Bo, et al.
Publicado: (2026)

M6: Multi-generator, Multi-domain, Multi-lingual and cultural, Multi-genres, Multi-instrument Machine-Generated Music Detection Databases
por: Li, Yupei, et al.
Publicado: (2024)

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

Explainable Detection of Machine Generated Music and Early Systematic Evaluation
por: Li, Yupei, et al.
Publicado: (2024)

DOTA-ME-CS: Daily Oriented Text Audio-Mandarin English-Code Switching Dataset
por: Li, Yupei, et al.
Publicado: (2025)

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

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

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

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection
por: HIdekel, Ido Nitzan, et al.
Publicado: (2025)

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

Continual Audio Deepfake Detection via Universal Adversarial Perturbation
por: Li, Wangjie, et al.
Publicado: (2025)

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

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

Audio Explanation Synthesis with Generative Foundation Models
por: Akman, Alican, et al.
Publicado: (2024)

Mixture of Low-Rank Adapter Experts in Generalizable Audio Deepfake Detection
por: Laakkonen, Janne, et al.
Publicado: (2025)

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

Generalizable Speech Deepfake Detection via Information Bottleneck Enhanced Adversarial Alignment
por: Huang, Pu, et al.
Publicado: (2025)

Audio Language Model for Deepfake Detection Grounded in Acoustic Chain-of-Thought
por: Chen, Runkun, et al.
Publicado: (2026)

GatedxLSTM: A Multimodal Affective Computing Approach for Emotion Recognition in Conversations
por: Li, Yupei, et al.
Publicado: (2025)

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan
por: Xie, Yuankun, et al.
Publicado: (2026)

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

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

Detection of Deepfake Environmental Audio
por: Ouajdi, Hafsa, et al.
Publicado: (2024)

An Initial Investigation of Neural Replay Simulator for Over-the-Air Adversarial Perturbations to Automatic Speaker Verification
por: Li, Jiaqi, et al.
Publicado: (2023)

Interpretable All-Type Audio Deepfake Detection with Audio LLMs via Frequency-Time Reinforcement Learning
por: Xie, Yuankun, et al.
Publicado: (2026)

ERF-BA-TFD+: A Multimodal Model for Audio-Visual Deepfake Detection
por: Zhang, Xin, et al.
Publicado: (2025)

MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio
por: Li, Qingcao, et al.
Publicado: (2026)

Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory Perception
por: Xie, Yuankun, et al.
Publicado: (2025)

Audio-based Step-count Estimation for Running -- Windowing and Neural Network Baselines
por: Wagner, Philipp, et al.
Publicado: (2024)

Aliasing-Free Neural Audio Synthesis
por: Gu, Yicheng, et al.
Publicado: (2025)

FakeSound: Deepfake General Audio Detection
por: Xie, Zeyu, et al.
Publicado: (2024)

The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio
por: Xie, Yuankun, et al.
Publicado: (2024)

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

FlexiCodec: A Dynamic Neural Audio Codec for Low Frame Rates
por: Li, Jiaqi, et al.
Publicado: (2025)

SEA-Spoof: Bridging The Gap in Multilingual Audio Deepfake Detection for South-East Asian
por: Wu, Jinyang, et al.
Publicado: (2025)

DualCodec: A Low-Frame-Rate, Semantically-Enhanced Neural Audio Codec for Speech Generation
por: Li, Jiaqi, et al.
Publicado: (2025)

A Data-Centric Approach to Generalizable Speech Deepfake Detection
por: Huang, Wen, et al.
Publicado: (2025)