Cover Image

Why Speech Deepfake Detectors Won't Generalize: The Limits of Detection in an Open World

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Berisha, Visar, Kadambi, Prad, Lenz, Isabella
Format:	Preprint
Published:	2025
Subjects:	Cryptography and Security Sound Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Frame-level Temporal Difference Learning for Partial Deepfake Speech Detection
by: Li, Menglu, et al.
Published: (2025)

A Survey on Speech Deepfake Detection
by: Li, Menglu, et al.
Published: (2024)

LENS-DF: Deepfake Detection and Temporal Localization for Long-Form Noisy Speech
by: Liu, Xuechen, et al.
Published: (2025)

Two Views, One Truth: Spectral and Self-Supervised Features Fusion for Robust Speech Deepfake Detection
by: Kheir, Yassine El, et al.
Published: (2025)

DIN-CTS: Low-Complexity Depthwise-Inception Neural Network with Contrastive Training Strategy for Deepfake Speech Detection
by: Pham, Lam, et al.
Published: (2025)

Every Breath You Don't Take: Deepfake Speech Detection Using Breath
by: Layton, Seth, et al.
Published: (2024)

Pitch Imperfect: Detecting Audio Deepfakes Through Acoustic Prosodic Analysis
by: Warren, Kevin, et al.
Published: (2025)

One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection
by: Kim, Hyun Myung, et al.
Published: (2024)

Cross-Technology Generalization in Synthesized Speech Detection: Evaluating AST Models with Modern Voice Generators
by: Ustinov, Andrew, et al.
Published: (2025)

Towards Generalized Source Tracing for Codec-Based Deepfake Speech
by: Chen, Xuanjun, et al.
Published: (2025)

Gumbel Rao Monte Carlo based Bi-Modal Neural Architecture Search for Audio-Visual Deepfake Detection
by: PN, Aravinda Reddy, et al.
Published: (2024)

PITCH: AI-assisted Tagging of Deepfake Audio Calls using Challenge-Response
by: Mittal, Govind, et al.
Published: (2024)

Robust AI-Synthesized Speech Detection Using Feature Decomposition Learning and Synthesizer Feature Augmentation
by: Zhang, Kuiyuan, et al.
Published: (2024)

Privacy in Speech Technology
by: Bäckström, Tom
Published: (2023)

VoiceWukong: Benchmarking Deepfake Voice Detection
by: Yan, Ziwei, et al.
Published: (2024)

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech
by: Huang, Kunyang, et al.
Published: (2025)

MerkleSpeech: Public-Key Verifiable, Chunk-Localised Speech Provenance via Perceptual Fingerprints and Merkle Commitments
by: Ono, Tatsunori
Published: (2026)

Lightweight Protection for Privacy in Offloaded Speech Understanding
by: Cai, Dongqi
Published: (2024)

Adversarial Attacks and Defenses for Speech Recognition Systems
by: Żelasko, Piotr, et al.
Published: (2021)

DeePen: Penetration Testing for Audio Deepfake Detection
by: Müller, Nicolas, et al.
Published: (2025)

Benchmarking Fake Voice Detection in the Fake Voice Generation Arms Race
by: Mao, Xutao, et al.
Published: (2025)

WaLi: Can Pressure Sensors in HVAC Systems Capture Human Speech?
by: Tamiti, Tarikul Islam, et al.
Published: (2025)

SpeechVerifier: Robust Acoustic Fingerprint against Tampering Attacks via Watermarking
by: Yao, Lingfeng, et al.
Published: (2025)

Zero-Query Adversarial Attack on Black-box Automatic Speech Recognition Systems
by: Fang, Zheng, et al.
Published: (2024)

Acoustic Simulation Framework for Multi-channel Replay Speech Detection
by: Neri, Michael, et al.
Published: (2025)

Speech privacy-preserving methods using secret key for convolutional neural network models and their robustness evaluation
by: Niwa, Shoko, et al.
Published: (2024)

VocalCrypt: Novel Active Defense Against Deepfake Voice Based on Masking Effect
by: Fei, Qingyuan, et al.
Published: (2025)

CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning
by: Wu, Haolin, et al.
Published: (2024)

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

TriniMark: A Robust Generative Speech Watermarking Method for Trinity-Level Traceability
by: Li, Yue, et al.
Published: (2025)

Interpretable Temporal Class Activation Representation for Audio Spoofing Detection
by: Li, Menglu, et al.
Published: (2024)

A Preliminary Case Study on Long-Form In-the-Wild Audio Spoofing Detection
by: Liu, Xuechen, et al.
Published: (2024)

Your Microphone Array Retains Your Identity: A Robust Voice Liveness Detection System for Smart Speakers
by: Meng, Yan, et al.
Published: (2025)

SafeEar: Content Privacy-Preserving Audio Deepfake Detection
by: Li, Xinfeng, et al.
Published: (2024)

Requirements for Mass Adoption of Assistive Listening Technology by the General Public
by: Kaufmann, Thomas B., et al.
Published: (2023)

Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target Dataset
by: Oiso, Hideyuki, et al.
Published: (2024)

D-CAPTCHA++: A Study of Resilience of Deepfake CAPTCHA under Transferable Imperceptible Adversarial Attack
by: Nguyen-Le, Hong-Hanh, et al.
Published: (2024)

Applications of Artificial Intelligence for Cross-language Intelligibility Assessment of Dysarthric Speech
by: Yeo, Eunjung, et al.
Published: (2025)

Making Acoustic Side-Channel Attacks on Noisy Keyboards Viable with LLM-Assisted Spectrograms' "Typo" Correction
by: Ayati, Seyyed Ali, et al.
Published: (2025)

Quantized Approximate Signal Processing (QASP): Towards Homomorphic Encryption for audio
by: Nguyen, Tu Duyen, et al.
Published: (2025)