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Deepfake Speech Detection Papers

最后更新时间: 2026-08-27

发布日期 文章名 第一作者 链接
2026-08-26 A Training-Free Proactive Defense Against Partial Speech Manipulation via Self-Embedding Steganography Yigitcan Özer arXiv
2026-08-25 Investigating voiced and unvoiced regions of speech for audio deepfake detection Ganesh Sivaraman arXiv
2026-08-25 On the Robustness of Audio Deepfake Detection under Audio Watermarking Zi Qian Yong arXiv
2026-08-24 AT-ADD: A Benchmark and Challenge for Robust and All-Type Audio Deepfake Detection Yuankun Xie arXiv
2026-08-20 Tracking the Trend in How Speech Synthesizers Deceive People Milan Šalko arXiv
2026-08-18 The Last Mile of Deepfake Speech Detection: An Industry-Academia Experience Report Anton Firc arXiv
2026-08-14 AT-ADD: All-Type Audio Deepfake Detection Challenge Summary Yuankun Xie arXiv
2026-08-13 Trajectory Dynamics in Self-Supervised Learning Latent Space for Audio Deepfake Detection Tomás Andrade Weber arXiv
2026-08-10 MADBench: A Benchmark for Modality-Aware Audio Deepfake Detection Yanqiu Li arXiv
2026-08-06 AffectDF: The Most Comprehensive Benchmark for Speech Deepfake Detection against Emotionally Expressive Attacks Aurosweta Mahapatra arXiv
2026-08-03 Multi-Backbone Self-Supervised Ensembles for Audio Deepfake Detection and a Cross-Track Analysis of Generation-Detection Asymmetry Seunghyun Kim arXiv
2026-08-01 Hidden-Domain Routing for All-Type Audio Deepfake Detection Yifan Gao arXiv
2026-08-01 REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Kwok-Ho Ng arXiv
2026-07-30 Cloned Voices, Real Consequences: Evaluating Bias in Political Deepfake Detection for Electoral Integrity in Brazil Lucas Rafael Stefanel Gris arXiv
2026-07-30 Teffic-Audio: Tell Fact from Fiction Wan Lin arXiv
2026-07-30 Teffic-Audio: Tell Fact from Fiction Wan Lin arXiv
2026-07-29 Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection Haotian Mo arXiv
2026-07-27 Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Mingrui Liang arXiv
2026-07-24 How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection Ivan Kukanov arXiv
2026-07-23 Probing Speaker Identity Sensitivity in Audio Deepfake Detectors Daniyal Kabir Dar arXiv
2026-07-23 Toward Interpretable Speech Deepfake Detection using Artifact-Specific Experts and Calibrated Detection Scores Viola Negroni arXiv
2026-07-22 Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Yixuan Xiao arXiv
2026-07-20 Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Jun Xue arXiv
2026-07-20 Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Jun Xue arXiv
2026-07-17 Component-Level Ensemble Fusion for Speech and Environmental Sound Deepfake Detection André Runewicz arXiv
2026-07-14 Explainable-by-Design Audio Deepfake Detection via Wiener-Hopf Linear Prediction Mattia Tamiazzo arXiv
2026-07-14 Traceback Translators Against Forgetting in Continual Fake Speech Detection Enrico Gottardis arXiv
2026-07-13 Evidence Subspace Projection: Measuring How Much Evidence Explains Deepfake Detection in Self-Supervised Speech Models Yixuan Xiao arXiv
2026-07-11 PC-Mix: Partial-Component Audio Spoofing Detection under Mixed Speech and Environmental Sound Conditions Zhenshan Zhang arXiv
2026-07-10 What You Train Is What You Get: Gender Bias, Training Composition, and Post-Hoc Mitigation in Audio Deepfake Detection Aishwarya R. Fursule arXiv
2026-07-09 Why Do You Say It Like That? A Phoneme-Level Framework for Explainable Speech Deepfake Detection Anna Taylor arXiv
2026-07-06 SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Linxi Li arXiv
2026-07-03 DETECT-3B-Omni is Agnostic of Content and Demographics Nicolas M. Müller arXiv
2026-07-03 An Intervention-Based Framework for Shortcut Diagnosis in Spoofing Countermeasures Santiago Rubio arXiv
2026-06-29 Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection Marjan Beheshti arXiv
2026-06-29 Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin Octavian Pascu arXiv
2026-06-28 Proteus: Automated Adversarial Robustness Testing for Audio Deepfake Detectors Nicolas M. Müller arXiv
2026-06-24 What Do Deepfake Benchmarks Measure? An Audit Using Frozen Self-Supervised Representations Samuel Pagon arXiv
2026-06-24 Supervised Post-training of Speech Foundation Models for Robust Adaptation in Speech Deepfake Detection Zihan Pan arXiv
2026-06-22 The Watermark Shortcut: How Provenance Marking Sabotages Audio Deepfake Detection Nicolas M. Müller arXiv
2026-06-17 FlowFake: Liquid Networks for Audio Deepfake Detection Shivaay Dhondiyal arXiv
2026-06-17 SingFox: A Multi-Lingual Singfake Detection Corpus Arth J. Shah arXiv
2026-06-15 Dual-Granularity Orthogonal Disentanglement for Generalizable Audio Deepfake Detection Zhuodong Liu arXiv
2026-06-15 XAI-Grounded Explanation Generation for Speech Deepfake Detection with Training-Free Multimodal Large Language Models Yupei Li arXiv
2026-06-15 Dual-Granularity Orthogonal Disentanglement for Generalizable Audio Deepfake Detection Zhuodong Liu arXiv
2026-06-13 Phonetically Explainable Speech Deepfake Detection Manasi Chhibber arXiv
2026-06-12 The Perceived Fragility of Explanations in Audio Models: Manipulation of Attribution with Unchanged Predictions Piotr Kitłowski arXiv
2026-06-09 Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Xueping Zhang arXiv
2026-06-09 Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Xueping Zhang arXiv
2026-06-08 Linguistically Augmented Audio Speech Data (LinguAS) Ashley R. Keaton arXiv
2026-06-08 Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing Awais Khan arXiv
2026-06-03 FoeGlass: Simple In-Context Learning Is Enough for Red Teaming Audio Deepfake Detectors Sepehr Dehdashtian arXiv
2026-05-28 Audio Deepfake Detection with Half-Truth Localisation Using Cross-Attentive Feature Fusion S. Sutharya arXiv
2026-05-28 Audio Deepfake Detection with Half-Truth Localisation Using Cross-Attentive Feature Fusion S. Sutharya arXiv
2026-05-22 MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio Qingcao Li arXiv
2026-05-21 Eroding Trust in Real Speech: A Large-Scale Study of Human Audio Deepfake Perception Nicolas M. Müller arXiv
2026-05-18 Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection Jun Xue arXiv
2026-05-18 Escaping the Linearity Trap: Manifold Detours for Black-Box Adversarial Attacks on Singing Audio Deepfake Detection Yifan Liao arXiv
2026-05-10 RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Hieu-Thi Luong arXiv
2026-05-10 RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Hieu-Thi Luong arXiv
2026-05-09 Towards Trustworthy Audio Deepfake Detection: A Systematic Framework for Diagnosing and Mitigating Gender Bias Aishwarya Fursule arXiv
2026-05-08 Asymmetric Phase Coding Audio Watermarking Guang Yang arXiv
2026-05-07 Quantum Kernels for Audio Deepfake Detection Using Spectrogram Patch Features Lisan Al Amin arXiv
2026-05-05 Deepfake Audio Detection Using Self-supervised Fusion Representations Khalid Zaman arXiv
2026-05-04 Phoneme-Level Deepfake Detection Across Emotional Conditions Using Self-Supervised Embeddings Vamshi Nallaguntla arXiv
2026-05-04 Toward Fine-Grained Speech Inpainting Forensics:A Dataset, Method, and Metric for Multi-Region Tampering Localization Tung Vu arXiv
2026-04-29 Diffusion Reconstruction towards Generalizable Audio Deepfake Detection Bo Cheng arXiv
2026-04-28 Similarity Choice and Negative Scaling in Supervised Contrastive Learning for Deepfake Audio Detection Jaskirat Sudan arXiv
2026-04-26 RTCFake: Speech Deepfake Detection in Real-Time Communication Jun Xue arXiv
2026-04-21 Environmental Sound Deepfake Detection Using Deep-Learning Framework Lam Pham arXiv
2026-04-21 Audio Spoof Detection with GaborNet Waldek Maciejko arXiv
2026-04-21 Environmental Sound Deepfake Detection Using Deep-Learning Framework Lam Pham arXiv
2026-04-19 HCFD: A Benchmark for Audio Deepfake Detection in Healthcare Mohd Mujtaba Akhtar arXiv
2026-04-17 ICLAD: In-Context Learning with Comparison-Guidance for Audio Deepfake Detection Benjamin Chou arXiv
2026-04-15 Classical Machine Learning Baselines for Deepfake Audio Detection on the Fake-or-Real Dataset Faheem Ahmad arXiv
2026-04-14 ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks Aurosweta Mahapatra arXiv
2026-04-13 StreamMark: A Deep Learning-Based Semi-Fragile Audio Watermarking for Proactive Deepfake Detection Zhentao Liu arXiv
2026-04-09 Quantum Vision Theory Applied to Audio Classification for Deepfake Speech Detection Khalid Zaman arXiv
2026-04-09 AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan Yuankun Xie arXiv
2026-04-09 DeepFense: A Unified, Modular, and Extensible Framework for Robust Deepfake Audio Detection Yassine El Kheir arXiv
2026-04-06 Joint Fullband-Subband Modeling for High-Resolution SingFake Detection Xuanjun Chen arXiv
2026-04-03 Split and Conquer Partial Deepfake Speech Inbal Rimon arXiv
2026-04-03 If It's Good Enough for You, It's Good Enough for Me: Transferability of Audio Sufficiencies across Models David A. Kelly arXiv
2026-04-01 TRACE: Training-Free Partial Audio Deepfake Detection via Embedding Trajectory Analysis of Speech Foundation Models Awais Khan arXiv
2026-03-30 Audio Language Model for Deepfake Detection Grounded in Acoustic Chain-of-Thought Runkun Chen arXiv
2026-03-29 A General Model for Deepfake Speech Detection: Diverse Bonafide Resources or Diverse AI-Based Generators Lam Pham arXiv
2026-03-29 A General Model for Deepfake Speech Detection: Diverse Bonafide Resources or Diverse AI-Based Generators Lam Pham arXiv
2026-03-27 AFSS: Artifact-Focused Self-Synthesis for Mitigating Bias in Audio Deepfake Detection Hai-Son Nguyen-Le arXiv
2026-03-25 Enhancing Efficiency and Performance in Deepfake Audio Detection through Neuron-level Dropin & Neuroplasticity Mechanisms Yupei Li arXiv
2026-03-24 Echoes: A semantically-aligned music deepfake detection dataset Octavian Pascu arXiv
2026-03-21 SNAP: Speaker Nulling for Artifact Projection in Speech Deepfake Detection Kyudan Jung arXiv
2026-03-20 Audio Avatar Fingerprinting: An Approach for Authorized Use of Voice Cloning in the Era of Synthetic Audio Candice R. Gerstner arXiv
2026-03-19 Enhancing Multi-Corpus Training in SSL-Based Anti-Spoofing Models: Domain-Invariant Feature Extraction Anh-Tuan Dao arXiv
2026-03-16 PhonemeDF: A Synthetic Speech Dataset for Audio Deepfake Detection and Naturalness Evaluation Vamshi Nallaguntla arXiv
2026-03-16 Investigating the Impact of Speech Enhancement on Audio Deepfake Detection in Noisy Environments Anacin arXiv
2026-03-13 Understanding the strengths and weaknesses of SSL models for audio deepfake model attribution Gabriel Pîrlogeanu arXiv
2026-03-11 Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning Artem Dvirniak arXiv
2026-03-11 Probabilistic Verification of Voice Anti-Spoofing Models Evgeny Kushnir arXiv
2026-03-10 Quantizer-Aware Hierarchical Neural Codec Modeling for Speech Deepfake Detection Jinyang Wu arXiv
2026-03-09 Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis Aishwarya Fursule arXiv
2026-03-09 Unsupervised Domain Adaptation for Audio Deepfake Detection with Modular Statistical Transformations Urawee Thani arXiv
2026-03-06 Do Compact SSL Backbones Matter for Audio Deepfake Detection? A Controlled Study with RAPTOR Ajinkya Kulkarni arXiv
2026-03-06 How Well Do Current Speech Deepfake Detection Methods Generalize to the Real World? Daixian Li arXiv
2026-03-05 The First Environmental Sound Deepfake Detection Challenge: Benchmarking Robustness, Evaluation, and Insights Han Yin arXiv
2026-03-05 The First Environmental Sound Deepfake Detection Challenge: Benchmarking Robustness, Evaluation, and Insights Han Yin arXiv
2026-03-04 Cyclostationarity Analysis as a Complement to Self-Supervised Representations for Speech Deepfake Detection Cemal Hanilçi arXiv
2026-03-03 Does Fine-tuning by Reinforcement Learning Improve Generalization in Binary Speech Deepfake Detection? Xin Wang arXiv
2026-03-02 A SUPERB-Style Benchmark of Self-Supervised Speech Models for Audio Deepfake Detection Hashim Ali arXiv
2026-02-24 Assessing the Impact of Speaker Identity in Speech Spoofing Detection Anh-Tuan Dao arXiv
2026-02-18 How to Label Resynthesized Audio: The Dual Role of Neural Audio Codecs in Audio Deepfake Detection Yixuan Xiao arXiv
2026-02-14 BreathNet: Generalizable Audio Deepfake Detection via Breath-Cue-Guided Feature Refinement Zhe Ye arXiv
2026-02-05 HyperPotter: Spell the Charm of High-Order Interactions in Audio Deepfake Detection Qing Wen arXiv
2026-02-04 Fine-Grained Frame Modeling in Multi-head Self-Attention for Speech Deepfake Detection Tuan Dat Phuong arXiv
2026-02-04 HoliAntiSpoof: Audio LLM for Holistic Speech Anti-Spoofing Xuenan Xu arXiv
2026-02-03 WST-X Series: Wavelet Scattering Transform for Interpretable Speech Deepfake Detection Xi Xuan arXiv
2026-02-01 HierCon: Hierarchical Contrastive Attention for Audio Deepfake Detection Zhili Nicholas Liang arXiv
2026-01-30 Multi-Speaker Conversational Audio Deepfake: Taxonomy, Dataset and Pilot Study Alabi Ahmed arXiv
2026-01-30 Towards Explicit Acoustic Evidence Perception in Audio LLMs for Speech Deepfake Detection Xiaoxuan Guo arXiv
2026-01-30 Divide and Conquer: Multimodal Video Deepfake Detection via Cross-Modal Fusion and Localization Qingcao Li arXiv
2026-01-29 Localizing Speech Deepfakes Beyond Transitions via Segment-Aware Learning Yuchen Mao arXiv
2026-01-28 Audio Deepfake Detection in the Age of Advanced Text-to-Speech models Robin Singh arXiv
2026-01-27 Audio Deepfake Detection at the First Greeting: "Hi!" Haohan Shi arXiv
2026-01-24 Revealing the Truth with ConLLM for Detecting Multi-Modal Deepfakes Gautam Siddharth Kashyap arXiv
2026-01-21 WeDefense: A Toolkit to Defend Against Fake Audio Lin Zhang arXiv
2026-01-21 Multi-Task Transformer for Explainable Speech Deepfake Detection via Formant Modeling Viola Negroni arXiv
2026-01-20 Emotion and Acoustics Should Agree: Cross-Level Inconsistency Analysis for Audio Deepfake Detection Jinhua Zhang arXiv
2026-01-19 Context and Transcripts Improve Detection of Deepfake Audios of Public Figures Chongyang Gao arXiv
2026-01-12 ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Evaluation Plan Xueping Zhang arXiv
2026-01-10 Lightweight Resolution-Aware Audio Deepfake Detection via Cross-Scale Attention and Consistency Learning K. A. Shahriar arXiv
2026-01-07 Analyzing Reasoning Shifts in Audio Deepfake Detection under Adversarial Attacks: The Reasoning Tax versus Shield Bifurcation Binh Nguyen arXiv
2026-01-06 Interpretable All-Type Audio Deepfake Detection with Audio LLMs via Frequency-Time Reinforcement Learning Yuankun Xie arXiv
2026-01-06 XLSR-MamBo: Scaling the Hybrid Mamba-Attention Backbone for Audio Deepfake Detection Kwok-Ho Ng arXiv
2026-01-06 Vulnerabilities of Audio-Based Biometric Authentication Systems Against Deepfake Speech Synthesis Mengze Hong arXiv
2026-01-02 Investigating the Viability of Employing Multi-modal Large Language Models in the Context of Audio Deepfake Detection Akanksha Chuchra arXiv
2025-12-31 Defense Against Synthetic Speech: Real-Time Detection of RVC Voice Conversion Attacks Prajwal Chinchmalatpure arXiv
2025-12-30 Environmental Sound Deepfake Detection Challenge: An Overview Han Yin arXiv
2025-12-25 Zero-Shot to Zero-Lies: Detecting Bengali Deepfake Audio through Transfer Learning Most. Sharmin Sultana Samu arXiv
2025-12-23 EnvSSLAM-FFN: Lightweight Layer-Fused System for ESDD 2026 Challenge Xiaoxuan Guo arXiv
2025-12-21 Reliable Audio Deepfake Detection in Variable Conditions via Quantum-Kernel SVMs Lisan Al Amin arXiv
2025-12-20 A Data-Centric Approach to Generalizable Speech Deepfake Detection Wen Huang arXiv
2025-12-17 BEAT2AASIST model with layer fusion for ESDD 2026 Challenge Sanghyeok Chung arXiv
2025-12-15 HQ-MPSD: A Multilingual Artifact-Controlled Benchmark for Partial Deepfake Speech Detection Menglu Li arXiv
2025-12-15 Toward Noise-Aware Audio Deepfake Detection: Survey, SNR-Benchmarks, and Practical Recipes Udayon Sen arXiv
2025-12-12 The Affective Bridge: Unifying Feature Representations for Speech Deepfake Detection Yupei Li arXiv
2025-12-12 The Affective Bridge: Preserving Speech Representations while Enhancing Deepfake Detection vian emotional Constraints Yupei Li arXiv
2025-12-10 Human perception of audio deepfakes: the role of language and speaking style Eugenia San Segundo arXiv
2025-12-09 DFALLM: Achieving Generalizable Multitask Deepfake Detection by Optimizing Audio LLM Components Yupei Li arXiv
2025-12-09 BUT Systems for Environmental Sound Deepfake Detection in the ESDD 2026 Challenge Junyi Peng arXiv
2025-12-08 MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Xueping Zhang arXiv
2025-12-05 Technical Report of Nomi Team in the Environmental Sound Deepfake Detection Challenge 2026 Candy Olivia Mawalim arXiv
2025-11-25 Continual Audio Deepfake Detection via Universal Adversarial Perturbation Wangjie Li arXiv
2025-11-13 Curved Worlds, Clear Boundaries: Generalizing Speech Deepfake Detection using Hyperbolic and Spherical Geometry Spaces Farhan Sheth arXiv
2025-10-27 TwinShift: Benchmarking Audio Deepfake Detection across Synthesizer and Speaker Shifts Jiyoung Hong arXiv
2025-10-23 Can Current Detectors Catch Face-to-Voice Deepfake Attacks? Nguyen Linh Bao Nguyen arXiv
2025-10-22 EchoFake: A Replay-Aware Dataset for Practical Speech Deepfake Detection Tong Zhang arXiv
2025-10-14 FakeMark: Deepfake Speech Attribution With Watermarked Artifacts Wanying Ge arXiv
2025-10-06 WaveSP-Net: Learnable Wavelet-Domain Sparse Prompt Tuning for Speech Deepfake Detection Xi Xuan arXiv
2025-10-03 Forensic Similarity for Speech Deepfakes Viola Negroni arXiv
2025-09-30 On Deepfake Voice Detection -- It's All in the Presentation Héctor Delgado arXiv
2025-09-29 Advancing Zero-Shot Open-Set Speech Deepfake Source Tracing Manasi Chhibber arXiv
2025-09-28 Generalizable Speech Deepfake Detection via Information Bottleneck Enhanced Adversarial Alignment Pu Huang arXiv
2025-09-26 Zero-Day Audio DeepFake Detection via Retrieval Augmentation and Profile Matching Xuechen Liu arXiv
2025-09-25 Addressing Gradient Misalignment in Data-Augmented Training for Robust Speech Deepfake Detection Duc-Tuan Truong arXiv
2025-09-25 QAMO: Quality-aware Multi-centroid One-class Learning For Speech Deepfake Detection Duc-Tuan Truong arXiv
2025-09-25 AUDDT: Audio Unified Deepfake Detection Benchmark Toolkit Yi Zhu arXiv
2025-09-24 SEA-Spoof: Bridging The Gap in Multilingual Audio Deepfake Detection for South-East Asian Jinyang Wu arXiv
2025-09-23 Why Speech Deepfake Detectors Won't Generalize: The Limits of Detection in an Open World Visar Berisha arXiv
2025-09-22 Attention-based Mixture of Experts for Robust Speech Deepfake Detection Viola Negroni arXiv
2025-09-21 FakeSound2: A Benchmark for Explainable and Generalizable Deepfake Sound Detection Zeyu Xie arXiv
2025-09-18 How Does Instrumental Music Help SingFake Detection? Xuanjun Chen arXiv
2025-09-17 Mixture of Low-Rank Adapter Experts in Generalizable Audio Deepfake Detection Janne Laakkonen arXiv
2025-09-15 Improving Out-of-Domain Audio Deepfake Detection via Layer Selection and Fusion of SSL-Based Countermeasures Pierre Serrano arXiv
2025-09-13 Emoanti: audio anti-deepfake with refined emotion-guided representations Xiaokang Li arXiv
2025-09-12 Towards Data Drift Monitoring for Speech Deepfake Detection in the context of MLOps Xin Wang arXiv
2025-09-11 Bona fide Cross Testing Reveals Weak Spot in Audio Deepfake Detection Systems Chin Yuen Kwok arXiv
2025-09-11 MoLEx: Mixture of LoRA Experts in Speech Self-Supervised Models for Audio Deepfake Detection Zihan Pan arXiv
2025-09-10 Audio Deepfake Verification Li Wang arXiv
2025-09-09 When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Bin Hu arXiv
2025-09-08 Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study Kutub Uddin arXiv
2025-09-08 Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake Liping Chen arXiv
2025-09-05 XMUspeech Systems for the ASVspoof 5 Challenge Wangjie Li arXiv
2025-09-04 Wav2DF-TSL: Two-stage Learning with Efficient Pre-training and Hierarchical Experts Fusion for Robust Audio Deepfake Detection Yunqi Hao arXiv
2025-09-04 NE-PADD: Leveraging Named Entity Knowledge for Robust Partial Audio Deepfake Detection via Attention Aggregation Huhong Xian arXiv
2025-09-04 AUDETER: A Large-scale Dataset for Deepfake Audio Detection in Open Worlds Qizhou Wang arXiv
2025-09-03 Multi-level SSL Feature Gating for Audio Deepfake Detection Hoan My Tran arXiv
2025-09-02 Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Sandipana Dowerah arXiv
2025-08-29 Generalizable Audio Spoofing Detection using Non-Semantic Representations Arnab Das arXiv
2025-08-28 Multilingual Dataset Integration Strategies for Robust Audio Deepfake Detection: A SAFE Challenge System Hashim Ali arXiv
2025-08-14 Fake Speech Wild: Detecting Deepfake Speech on Social Media Platform Yuankun Xie arXiv
2025-08-13 Perturbed Public Voices (P$^{2}$V): A Dataset for Robust Audio Deepfake Detection Chongyang Gao arXiv
2025-08-12 Fake-Mamba: Real-Time Speech Deepfake Detection Using Bidirectional Mamba as Self-Attention's Alternative Xi Xuan arXiv
2025-08-11 SCDF: A Speaker Characteristics DeepFake Speech Dataset for Bias Analysis Vojtěch Staněk arXiv
2025-08-06 ESDD 2026: Environmental Sound Deepfake Detection Challenge Evaluation Plan Han Yin arXiv
2025-08-06 Multilingual Source Tracing of Speech Deepfakes: A First Benchmark Xi Xuan arXiv
2025-08-04 Towards Reliable Audio Deepfake Attribution and Model Recognition: A Multi-Level Autoencoder-Based Framework Andrea Di Pierno arXiv
2025-08-03 Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere Mingru Yang arXiv
2025-08-02 Multi-Granularity Adaptive Time-Frequency Attention Framework for Audio Deepfake Detection under Real-World Communication Degradations Haohan Shi arXiv
2025-08-01 Fusion of Modulation Spectrogram and SSL with Multi-head Attention for Fake Speech Detection Rishith Sadashiv T N arXiv
2025-07-29 SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods Wen Huang arXiv
2025-07-27 Two Views, One Truth: Spectral and Self-Supervised Features Fusion for Robust Speech Deepfake Detection Yassine El Kheir arXiv
2025-07-22 LENS-DF: Deepfake Detection and Temporal Localization for Long-Form Noisy Speech Xuechen Liu arXiv
2025-07-20 Frame-level Temporal Difference Learning for Partial Deepfake Speech Detection Menglu Li arXiv
2025-07-17 Enkidu: Universal Frequential Perturbation for Real-Time Audio Privacy Protection against Voice Deepfakes Zhou Feng arXiv
2025-07-17 SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks Kutub Uddin arXiv
2025-07-15 Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection Ivan Viakhirev arXiv
2025-07-11 Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection Davide Salvi arXiv
2025-07-11 RawTFNet: A Lightweight CNN Architecture for Speech Anti-spoofing Yang Xiao arXiv
2025-07-09 Open-Set Source Tracing of Audio Deepfake Systems Nicholas Klein arXiv
2025-07-07 Evaluating Fake Music Detection Performance Under Audio Augmentations Tomasz Sroka arXiv
2025-07-04 Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Hieu-Thi Luong arXiv
2025-07-02 Generalizable Detection of Audio Deepfakes Jose A. Lopez arXiv
2025-06-30 Collecting, Curating, and Annotating Good Quality Speech deepfake dataset for Famous Figures: Process and Challenges Hashim Ali arXiv
2025-06-26 Post-training for Deepfake Speech Detection Wanying Ge arXiv
2025-06-23 IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detection Abhay Kumar arXiv
2025-06-17 A Comparative Study on Proactive and Passive Detection of Deepfake Speech Chia-Hua Wu arXiv
2025-06-17 Manipulated Regions Localization For Partially Deepfake Audio: A Survey Jiayi He arXiv
2025-06-14 Towards Neural Audio Codec Source Parsing Orchid Chetia Phukan arXiv
2025-06-13 From Sharpness to Better Generalization for Speech Deepfake Detection Wen Huang arXiv
2025-06-11 Unmasking real-world audio deepfakes: A data-centric approach David Combei arXiv
2025-06-10 Context-aware TFL: A Universal Context-aware Contrastive Learning Framework for Temporal Forgery Localization Qilin Yin arXiv
2025-06-10 Multimodal Zero-Shot Framework for Deepfake Hate Speech Detection in Low-Resource Languages Rishabh Ranjan arXiv
2025-06-08 Towards Generalized Source Tracing for Codec-Based Deepfake Speech Xuanjun Chen arXiv
2025-06-07 SynHate: Detecting Hate Speech in Synthetic Deepfake Audio Rishabh Ranjan arXiv
2025-06-07 Can Quantized Audio Language Models Perform Zero-Shot Spoofing Detection? Bikash Dutta arXiv
2025-06-06 TADA: Training-free Attribution and Out-of-Domain Detection of Audio Deepfakes Adriana Stan arXiv
2025-06-03 A Data-Driven Diffusion-based Approach for Audio Deepfake Explanations Petr Grinberg arXiv
2025-06-03 Trusted Fake Audio Detection Based on Dirichlet Distribution Chi Ding arXiv
2025-06-03 PartialEdit: Identifying Partial Deepfakes in the Era of Neural Speech Editing You Zhang arXiv
2025-06-02 Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion Ajinkya Kulkarni arXiv
2025-05-31 XMAD-Bench: Cross-Domain Multilingual Audio Deepfake Benchmark Ioan-Paul Ciobanu arXiv
2025-05-31 RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection Ruibo Fu arXiv
2025-05-30 Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake Detection Falih Gozi Febrinanto arXiv
2025-05-29 Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Neta Glazer arXiv
2025-05-26 STOPA: A Database of Systematic VariaTion Of DeePfake Audio for Open-Set Source Tracing and Attribution Anton Firc arXiv
2025-05-25 EnvSDD: Benchmarking Environmental Sound Deepfake Detection Han Yin arXiv
2025-05-23 What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Binh Nguyen arXiv
2025-05-20 Replay Attacks Against Audio Deepfake Detection Nicolas Müller arXiv
2025-05-20 Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing Yang Xiao arXiv
2025-05-20 Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Taewoo Kim arXiv
2025-05-20 BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Yassine El Kheir arXiv
2025-05-20 Forensic deepfake audio detection using segmental speech features Tianle Yang arXiv
2025-05-20 Source Verification for Speech Deepfakes Viola Negroni arXiv
2025-05-19 Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Xuanjun Chen arXiv
2025-05-16 ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection Hao Gu arXiv
2025-05-16 BanglaFake: Constructing and Evaluating a Specialized Bengali Deepfake Audio Dataset Istiaq Ahmed Fahad arXiv
2025-05-10 Beyond Identity: A Generalizable Approach for Deepfake Audio Detection Yasaman Ahmadiadli arXiv
2025-04-29 End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation Andrea Di Pierno arXiv
2025-04-22 FADEL: Uncertainty-aware Fake Audio Detection with Evidential Deep Learning Ju Yeon Kang arXiv
2025-04-16 Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios Haohan Shi arXiv
2025-04-15 Generalized Audio Deepfake Detection Using Frame-level Latent Information Entropy Botao Zhao arXiv
2025-04-14 SafeSpeech: Robust and Universal Voice Protection Against Malicious Speech Synthesis Zhisheng Zhang arXiv
2025-04-09 Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory Perception Yuankun Xie arXiv
2025-04-08 Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofing Tianchi Liu arXiv
2025-03-23 Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching Emma Coletta arXiv
2025-03-21 Measuring the Robustness of Audio Deepfake Detectors Xiang Li arXiv
2025-03-15 Adaptive Mixture of Low-Rank Experts for Robust Audio Spoofing Detection Qixian Chen arXiv
2025-02-27 DIN-CTS: Low-Complexity Depthwise-Inception Neural Network with Contrastive Training Strategy for Deepfake Speech Detection Lam Pham arXiv
2025-02-27 DeePen: Penetration Testing for Audio Deepfake Detection Nicolas Müller arXiv
2025-02-20 Pitch Imperfect: Detecting Audio Deepfakes Through Acoustic Prosodic Analysis Kevin Warren arXiv
2025-02-15 Generalizable speech deepfake detection via meta-learned LoRA Janne Laakkonen arXiv
2025-02-14 A Preliminary Exploration with GPT-4o Voice Mode Yu-Xiang Lin arXiv
2025-02-13 SyntheticPop: Attacking Speaker Verification Systems With Synthetic VoicePops Eshaq Jamdar arXiv
2025-02-13 ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech Xin Wang arXiv
2025-02-06 XAttnMark: Learning Robust Audio Watermarking with Cross-Attention Yixin Liu arXiv
2025-02-05 Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Yassine El Kheir arXiv
2025-01-24 Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Wen Huang arXiv
2025-01-23 What Does an Audio Deepfake Detector Focus on? A Study in the Time Domain Petr Grinberg arXiv
2025-01-21 Transferable Adversarial Attacks on Audio Deepfake Detection Muhammad Umar Farooq arXiv
2025-01-14 CodecFake+: A Large-Scale Neural Audio Codec-Based Deepfake Speech Dataset Xuanjun Chen arXiv
2025-01-11 Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition Yuankun Xie arXiv
2025-01-09 Unmasking Deepfakes: Leveraging Augmentations and Features Variability for Deepfake Speech Detection Inbal Rimon arXiv
2025-01-09 SIGNL: A Label-Efficient Audio Deepfake Detection System via Spectral-Temporal Graph Non-Contrastive Learning Falih Gozi Febrinanto arXiv
2025-01-09 DiffAttack: Diffusion-based Timbre-reserved Adversarial Attack in Speaker Identification Qing Wang arXiv
2024-12-24 Explaining Speaker and Spoof Embeddings via Probing Xuechen Liu arXiv
2024-12-23 Are audio DeepFake detection models polyglots? Bartłomiej Marek arXiv
2024-12-23 Investigating Prosodic Signatures via Speech Pre-Trained Models for Audio Deepfake Source Attribution Orchid Chetia Phukan arXiv
2024-12-17 Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Kuiyuan Zhang arXiv
2024-12-16 Region-Based Optimization in Continual Learning for Audio Deepfake Detection Yujie Chen arXiv
2024-12-12 Audios Don't Lie: Multi-Frequency Channel Attention Mechanism for Audio Deepfake Detection Yangguang Feng arXiv
2024-12-02 Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Xinrui Yan arXiv
2024-11-30 From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Yupei Li arXiv
2024-11-29 Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Awais Khan arXiv
2024-11-26 Comparative Analysis of ASR Methods for Speech Deepfake Detection Davide Salvi arXiv
2024-11-22 VQalAttent: a Transparent Speech Generation Pipeline based on Transformer-learned VQ-VAE Latent Space Armani Rodriguez arXiv
2024-11-21 Listening for Expert Identified Linguistic Features: Assessment of Audio Deepfake Discernment among Undergraduate Students Noshaba N. Bhalli arXiv
2024-11-14 Robust AI-Synthesized Speech Detection Using Feature Decomposition Learning and Synthesizer Feature Augmentation Kuiyuan Zhang arXiv
2024-11-08 Toward Transdisciplinary Approaches to Audio Deepfake Discernment Vandana P. Janeja arXiv
2024-10-31 I Can Hear You: Selective Robust Training for Deepfake Audio Detection Zirui Zhang arXiv
2024-10-28 Mitigating Unauthorized Speech Synthesis for Voice Protection Zhisheng Zhang arXiv
2024-10-27 Meta-Learning Approaches for Improving Detection of Unseen Speech Deepfakes Ivan Kukanov arXiv
2024-10-21 ALDAS: Audio-Linguistic Data Augmentation for Spoofed Audio Detection Zahra Khanjani arXiv
2024-10-13 Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target Dataset Hideyuki Oiso arXiv
2024-10-11 Quantum-Trained Convolutional Neural Network for Deepfake Audio Detection Chu-Hsuan Abraham Lin arXiv
2024-10-09 Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap Georgia Channing arXiv
2024-10-09 Learn from Real: Reality Defender's Submission to ASVspoof5 Challenge Yi Zhu arXiv
2024-10-09 Diffuse or Confuse: A Diffusion Deepfake Speech Dataset Anton Firc arXiv
2024-10-09 Can DeepFake Speech be Reliably Detected? Hongbin Liu arXiv
2024-10-06 Where are we in audio deepfake detection? A systematic analysis over generative and detection models Xiang Li arXiv
2024-10-04 A Multimodal Framework for Deepfake Detection Kashish Gandhi arXiv
2024-10-01 Augmentation through Laundering Attacks for Audio Spoof Detection Hashim Ali arXiv
2024-09-26 Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection Davide Salvi arXiv
2024-09-24 Representation Loss Minimization with Randomized Selection Strategy for Efficient Environmental Fake Audio Detection Orchid Chetia Phukan arXiv
2024-09-24 Leveraging Mixture of Experts for Improved Speech Deepfake Detection Viola Negroni arXiv
2024-09-23 A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection Lam Pham arXiv
2024-09-23 LlamaPartialSpoof: An LLM-Driven Fake Speech Dataset Simulating Disinformation Generation Hieu-Thi Luong arXiv
2024-09-23 Room Impulse Responses help attackers to evade Deep Fake Detection Hieu-Thi Luong arXiv
2024-09-21 Strong Alone, Stronger Together: Synergizing Modality-Binding Foundation Models with Optimal Transport for Non-Verbal Emotion Recognition Orchid Chetia Phukan arXiv
2024-09-18 Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0 Zhiyong Wang arXiv
2024-09-18 SpoofCeleb: Speech Deepfake Detection and SASV In The Wild Jee-weon Jung arXiv
2024-09-14 SafeEar: Content Privacy-Preserving Audio Deepfake Detection Xinfeng Li arXiv
2024-09-13 DFADD: The Diffusion and Flow-Matching Based Audio Deepfake Dataset Jiawei Du arXiv
2024-09-11 D-CAPTCHA++: A Study of Resilience of Deepfake CAPTCHA under Transferable Imperceptible Adversarial Attack Hong-Hanh Nguyen-Le arXiv
2024-09-09 Continuous Learning of Transformer-based Audio Deepfake Detection Tuan Duy Nguyen Le arXiv
2024-09-08 Exploring WavLM Back-ends for Speech Spoofing and Deepfake Detection Theophile Stourbe arXiv
2024-09-03 USTC-KXDIGIT System Description for ASVspoof5 Challenge Yihao Chen arXiv
2024-08-30 Utilizing Speaker Profiles for Impersonation Audio Detection Hao Gu arXiv
2024-08-30 AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge Kirill Borodin arXiv
2024-08-27 Is Audio Spoof Detection Robust to Laundering Attacks? Hashim Ali arXiv
2024-08-26 A Preliminary Case Study on Long-Form In-the-Wild Audio Spoofing Detection Xuechen Liu arXiv
2024-08-25 Analyzing the Impact of Splicing Artifacts in Partially Fake Speech Signals Viola Negroni arXiv
2024-08-23 Toward Improving Synthetic Audio Spoofing Detection Robustness via Meta-Learning and Disentangled Training With Adversarial Examples Zhenyu Wang arXiv
2024-08-20 Does Current Deepfake Audio Detection Model Effectively Detect ALM-based Deepfake Audio? Yuankun Xie arXiv
2024-08-20 A Noval Feature via Color Quantisation for Fake Audio Detection Zhiyong Wang arXiv
2024-08-19 ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge Juan M. Martín-Doñas arXiv
2024-08-14 WavLM model ensemble for audio deepfake detection David Combei arXiv
2024-08-13 Temporal Variability and Multi-Viewed Self-Supervised Representations to Tackle the ASVspoof5 Deepfake Challenge Yuankun Xie arXiv
2024-08-09 ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild Jiangyan Yi arXiv
2024-07-26 SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection Yi Zhu arXiv
2024-07-14 Advancing Continual Learning for Robust Deepfake Audio Classification Feiyi Dong arXiv
2024-07-11 An Unsupervised Domain Adaptation Method for Locating Manipulated Region in partially fake Audio Siding Zeng arXiv
2024-07-10 Source Tracing of Audio Deepfake Systems Nicholas Klein arXiv
2024-07-10 Targeted Augmented Data for Audio Deepfake Detection Marcella Astrid arXiv
2024-07-03 Towards Attention-based Contrastive Learning for Audio Spoof Detection Chirag Goel arXiv
2024-07-01 Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models Lam Pham arXiv
2024-06-24 One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection Hyun Myung Kim arXiv
2024-06-20 A Multi-Stream Fusion Approach with One-Class Learning for Audio-Visual Deepfake Detection Kyungbok Lee arXiv
2024-06-14 Frequency-mix Knowledge Distillation for Fake Speech Detection Cunhang Fan arXiv
2024-06-13 Interpretable Temporal Class Activation Representation for Audio Spoofing Detection Menglu Li arXiv
2024-06-12 FakeSound: Deepfake General Audio Detection Zeyu Xie arXiv
2024-06-12 Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audio Yi Lu arXiv
2024-06-11 CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems Haibin Wu arXiv
2024-06-10 RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection Yujie Chen arXiv
2024-06-05 Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion Strategy Yuankun Xie arXiv
2024-06-05 Harder or Different? Understanding Generalization of Audio Deepfake Detection Nicolas M. Müller arXiv
2024-06-05 Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection Xiaopeng Wang arXiv
2024-06-05 Generalized Fake Audio Detection via Deep Stable Learning Zhiyong Wang arXiv
2024-06-05 Singing Voice Graph Modeling for SingFake Detection Xuanjun Chen arXiv
2024-05-14 Towards Robust Audio Deepfake Detection: A Evolving Benchmark for Continual Learning Xiaohui Zhang arXiv
2024-05-08 The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio Yuankun Xie arXiv
2024-05-03 Training-Free Deepfake Voice Recognition by Leveraging Large-Scale Pre-Trained Models Alessandro Pianese arXiv
2024-04-26 An RFP dataset for Real, Fake, and Partially fake audio detection Abdulazeez AlAli arXiv
2024-04-24 CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning Haolin Wu arXiv
2024-04-23 Every Breath You Don't Take: Deepfake Speech Detection Using Breath Seth Layton arXiv
2024-04-22 Retrieval-Augmented Audio Deepfake Detection Zuheng Kang arXiv
2024-04-22 A Survey on Speech Deepfake Detection Menglu Li arXiv
2024-04-19 Enhancing Generalization in Audio Deepfake Detection: A Neural Collapse based Sampling and Training Approach Mohammed Yousif arXiv
2024-04-18 HyDiscGAN: A Hybrid Distributed cGAN for Audio-Visual Privacy Preservation in Multimodal Sentiment Analysis Zhuojia Wu arXiv
2024-04-07 Cross-Domain Audio Deepfake Detection: Dataset and Analysis Yuang Li arXiv
2024-03-31 Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio Deepfake Orchid Chetia Phukan arXiv
2024-03-26 Detection of Deepfake Environmental Audio Hafsa Ouajdi arXiv
2024-03-21 Exploring Green AI for Audio Deepfake Detection Subhajit Saha arXiv
2024-03-18 Towards the Development of a Real-Time Deepfake Audio Detection System in Communication Platforms Jonat John Mathew arXiv
2024-03-04 A robust audio deepfake detection system via multi-view feature Yujie Yang arXiv
2024-02-28 PITCH: AI-assisted Tagging of Deepfake Audio Calls using Challenge-Response Govind Mittal arXiv
2024-02-22 Human Brain Exhibits Distinct Patterns When Listening to Fake Versus Real Audio: Preliminary Evidence Mahsa Salehi arXiv
2024-02-09 A New Approach to Voice Authenticity Nicolas M. Müller arXiv
2024-01-24 MOS-FAD: Improving Fake Audio Detection Via Automatic Mean Opinion Score Prediction Wangjin Zhou arXiv
2024-01-17 MLAAD: The Multi-Language Audio Anti-Spoofing Dataset Nicolas M. Müller arXiv
2024-01-11 Self-Attention and Hybrid Features for Replay and Deep-Fake Audio Detection Lian Huang arXiv
2024-01-04 AntiDeepFake: AI for Deep Fake Speech Recognition Enkhtogtokh Togootogtokh arXiv
2023-12-15 What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection Xiaohui Zhang arXiv
2023-12-13 Audio Deepfake Detection with Self-Supervised WavLM and Multi-Fusion Attentive Classifier Yinlin Guo arXiv
2023-11-29 Vulnerability of Automatic Identity Recognition to Audio-Visual Deepfakes Pavel Korshunov arXiv
2023-11-26 AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake Dataset Zhixi Cai arXiv
2023-11-06 MFAAN: Unveiling Audio Deepfakes with a Multi-Feature Authenticity Network Karthik Sivarama Krishnan arXiv
2023-10-05 Securing Voice Biometrics: One-Shot Learning Approach for Audio Deepfake Detection Awais Khan arXiv
2023-09-22 Deepfake audio as a data augmentation technique for training automatic speech to text transcription models Alexandre R. Ferreira arXiv
2023-09-15 Characterizing the temporal dynamics of universal speech representations for generalizable deepfake detection Yi Zhu arXiv
2023-09-15 HM-Conformer: A Conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification token aggregation methods Hyun-seo Shin arXiv
2023-09-11 Towards generalisable and calibrated synthetic speech detection with self-supervised representations Octavian Pascu arXiv
2023-09-05 FSD: An Initial Chinese Dataset for Fake Song Detection Yuankun Xie arXiv
2023-09-02 Timbre-reserved Adversarial Attack in Speaker Identification Qing Wang arXiv
2023-08-29 Audio Deepfake Detection: A Survey Jiangyan Yi arXiv
2023-08-22 Complex-valued neural networks for voice anti-spoofing Nicolas M. Müller arXiv
2023-08-20 The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023 Zexin Cai arXiv
2023-08-19 Spatial Reconstructed Local Attention Res2Net with F0 Subband for Fake Speech Detection Cunhang Fan arXiv
2023-08-07 Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang arXiv
2023-07-28 All-for-One and One-For-All: Deep learning-based feature fusion for Synthetic Speech Detection Daniele Mari arXiv
2023-07-13 Uncovering the Deceptions: An Analysis on Audio Spoofing Detection and Future Prospects Rishabh Ranjan arXiv
2023-07-03 An End-to-End Multi-Module Audio Deepfake Generation System for ADD Challenge 2023 Sheng Zhao arXiv
2023-06-27 TranssionADD: A multi-frame reinforcement based sequence tagging model for audio deepfake detection Jie Liu arXiv
2023-06-27 Multi-perspective Information Fusion Res2Net with RandomSpecmix for Fake Speech Detection Shunbo Dong arXiv
2023-06-09 Low-rank Adaptation Method for Wav2vec2-based Fake Audio Detection Chenglong Wang arXiv
2023-06-08 Adaptive Fake Audio Detection with Low-Rank Model Squeezing Xiaohui Zhang arXiv
2023-06-02 Improved DeepFake Detection Using Whisper Features Piotr Kawa arXiv
2023-05-30 Pseudo-Siamese Network based Timbre-reserved Black-box Adversarial Attack in Speaker Identification Qing Wang arXiv
2023-05-25 Betray Oneself: A Novel Audio DeepFake Detection Model via Mono-to-Stereo Conversion Rui Liu arXiv
2023-05-23 ADD 2023: the Second Audio Deepfake Detection Challenge Jiangyan Yi arXiv
2023-05-23 TO-Rawnet: Improving RawNet with TCN and Orthogonal Regularization for Fake Audio Detection Chenglong Wang arXiv
2023-05-23 Detection of Cross-Dataset Fake Audio Based on Prosodic and Pronunciation Features Chenglong Wang arXiv
2023-05-22 The defender's perspective on automatic speaker verification: An overview Haibin Wu arXiv
2023-05-18 Improving Generalization Ability of Countermeasures for New Mismatch Scenario by Combining Multiple Advanced Regularization Terms Chang Zeng arXiv
2023-04-25 AI-Synthesized Voice Detection Using Neural Vocoder Artifacts Chengzhe Sun arXiv
2023-03-02 Learning From Yourself: A Self-Distillation Method for Fake Speech Detection Jun Xue arXiv
2023-02-20 Hello Me, Meet the Real Me: Audio Deepfake Attacks on Voice Assistants Domna Bilika arXiv
2023-02-18 Exposing AI-Synthesized Human Voices Using Neural Vocoder Artifacts Chengzhe Sun arXiv
2023-01-19 Warning: Humans Cannot Reliably Detect Speech Deepfakes Kimberly T. Mai arXiv
2023-01-08 Deepfake CAPTCHA: A Method for Preventing Fake Calls Lior Yasur arXiv
2022-12-30 Defense Against Adversarial Attacks on Audio DeepFake Detection Piotr Kawa arXiv
2022-12-16 Source Tracing: Detecting Voice Spoofing Tinglong Zhu arXiv
2022-11-15 Improved disentangled speech representations using contrastive learning in factorized hierarchical variational autoencoder Yuying Xie arXiv
2022-11-11 SceneFake: An Initial Dataset and Benchmarks for Scene Fake Audio Detection Jiangyan Yi arXiv
2022-11-10 EmoFake: An Initial Dataset for Emotion Fake Audio Detection Yan Zhao arXiv
2022-11-01 Waveform Boundary Detection for Partially Spoofed Audio Zexin Cai arXiv
2022-10-31 Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection Luigi Attorresi arXiv
2022-10-21 Adaptive re-calibration of channel-wise features for Adversarial Audio Classification Vardhan Dongre arXiv
2022-10-13 Deepfake Detection System for the ADD Challenge Track 3.2 Based on Score Fusion Yuxiang Zhang arXiv
2022-10-12 SpecRNet: Towards Faster and More Accessible Audio DeepFake Detection Piotr Kawa arXiv
2022-10-11 Deep Spectro-temporal Artifacts for Detecting Synthesized Speech Xiaohui Liu arXiv
2022-10-05 ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild Xuechen Liu arXiv
2022-09-28 Deepfake audio detection by speaker verification Alessandro Pianese arXiv
2022-09-26 Faked Speech Detection with Zero Prior Knowledge Sahar Al Ajmi arXiv
2022-09-16 TIMIT-TTS: a Text-to-Speech Dataset for Multimodal Synthetic Media Detection Davide Salvi arXiv
2022-08-21 Audio Deepfake Attribution: An Initial Dataset and Investigation Xinrui Yan arXiv
2022-08-20 An Initial Investigation for Detecting Vocoder Fingerprints of Fake Audio Xinrui Yan arXiv
2022-08-20 Fully Automated End-to-End Fake Audio Detection Chenglong Wang arXiv
2022-08-02 Audio Deepfake Detection Based on a Combination of F0 Information and Real Plus Imaginary Spectrogram Features Jun Xue arXiv
2022-07-12 CFAD: A Chinese Dataset for Fake Audio Detection Haoxin Ma arXiv
2022-06-27 Attack Agnostic Dataset: Towards Generalization and Stabilization of Audio DeepFake Detection Piotr Kawa arXiv
2022-04-19 Audio Deep Fake Detection System with Neural Stitching for ADD 2022 Rui Yan arXiv
2022-04-19 Time Domain Adversarial Voice Conversion for ADD 2022 Cheng Wen arXiv
2022-04-11 The PartialSpoof Database and Countermeasures for the Detection of Short Fake Speech Segments Embedded in an Utterance Lin Zhang arXiv
2022-03-30 Does Audio Deepfake Detection Generalize? Nicolas M. Müller arXiv
2022-03-28 Attacker Attribution of Audio Deepfakes Nicolas M. Müller arXiv
2022-03-17 Towards a New Science of Disinformation Claudio S. Pinhanez arXiv
2022-03-03 The Vicomtech Audio Deepfake Detection System based on Wav2Vec2 for the 2022 ADD Challenge Juan M. Martín-Doñas arXiv
2022-02-25 Human Detection of Political Speech Deepfakes across Transcripts, Audio, and Video Matthew Groh arXiv
2022-02-17 ADD 2022: the First Audio Deep Synthesis Detection Challenge Jiangyan Yi arXiv
2022-02-14 Partially Fake Audio Detection by Self-attention-based Fake Span Discovery Haibin Wu arXiv
2022-02-09 CAU_KU team's submission to ADD 2022 Challenge task 1: Low-quality fake audio detection through frequency feature masking Il-Youp Kwak arXiv
2022-01-29 The HCCL-DKU system for fake audio generation task of the 2022 ICASSP ADD Challenge Ziyi Chen arXiv
2021-12-06 Audio Deepfake Perceptions in College Going Populations Gabrielle Watson arXiv
2021-11-28 How Deep Are the Fakes? Focusing on Audio Deepfake: A Survey Zahra Khanjani arXiv
2021-11-04 WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank arXiv
2021-09-07 Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors Hasam Khalid arXiv
2021-09-01 ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection Junichi Yamagishi arXiv
2021-09-01 ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan Héctor Delgado arXiv
2021-08-11 FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Hasam Khalid arXiv
2021-07-27 End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection Hemlata Tak arXiv
2021-07-26 Raw Differentiable Architecture Search for Speech Deepfake and Spoofing Detection Wanying Ge arXiv
2021-07-26 UR Channel-Robust Synthetic Speech Detection System for ASVspoof 2021 Xinhui Chen arXiv
2021-07-20 Human Perception of Audio Deepfakes Nicolas M. Müller arXiv
2021-04-20 Identification of fake stereo audio Tianyun Liu arXiv
2021-04-15 Continual Learning for Fake Audio Detection Haoxin Ma arXiv
2021-04-08 Generalized Spoofing Detection Inspired from Audio Generation Artifacts Yang Gao arXiv
2021-04-08 Half-Truth: A Partially Fake Audio Detection Dataset Jiangyan Yi arXiv
2020-11-07 Detection and Evaluation of human and machine generated speech in spoofing attacks on automatic speaker verification systems Yang Gao arXiv
2019-07-01 Analysis by Adversarial Synthesis -- A Novel Approach for Speech Vocoding Ahmed Mustafa arXiv
2019-04-13 Towards Vulnerability Analysis of Voice-Driven Interfaces and Countermeasures for Replay Khalid Mahmood Malik arXiv
2019-04-09 ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection Massimiliano Todisco arXiv

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