A list of tools, papers and code related to Fake Audio Detection..

If you want to contribute to this list, welcome to send me a pull request or contact me :)

This repo only collect papers related to FAD.

Here is nothing about speech signal processing, speech synthesis, Speech Enhancement, data augmentation, voice conversion and speech edition. But learning them is beneficial to your research about FAD.

🌟🌟🌟This repository will be actively maintained. If any work has not been recorded, feel free to submit an issue.🌟🌟🌟

• Datasets
• Competitions
• Tools
• Recent Conference Papers
• different category
• enlightening

• Audio Anti-Spoofing Detection: A Survey
• Audio Deepfake Detection: A Survey
• A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection
• A Survey on Speech Deepfake Detection
• Manipulated Regions Localization For Partially Deepfake Audio: A Survey

• LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models multi-modal benchmark including speech

• ASVspoof2015-2017-2019-2021: website
• ASVspoof 5 unofficial dataset mirror on huggingface paper
• MLAAD website paper dataset download
• Voc.V dataset paper
• partial spoof: paper dataset download
• wavefake: paper dataset download
• In-the-Wild: website paper dataset download
• ReplayDF website paper dataset download
• APTLY website
• SpoofCeleb website

⭐more datasets info can be found in this repo and this chinese blog

• ASVspoof: https://www.asvspoof.org/

interactive deepfake literature search tool

asvspoof2021 baseline implementation

torch_lightning framework for fad

• Vision Graph Non-Contrastive Learning for Audio Deepfake Detection with Limited Labels may be submitted 2 trans
• Are audio DeepFake detection models polyglots? may be submitted 2 conference ⭐code!!!
• Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition may be submitted 2 conference ⭐code!!!
• CodecFake+: A Large-Scale Neural Audio Codec-based Deepfake Speech Dataset may be submitted 2 TASLP
• Unmasking Deepfakes: Leveraging Augmentations and Features Variability for Deepfake Speech Detection submitted 2 speech communication
• What Does an Audio Deepfake Detector Focus on? A Study in the Time  Domain. paper
• 6KSFx Synth Dataset. paper ⭐code!!!
• Deepfake Detection of Singing Voices With Whisper Encodings. paper
• Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components. interpretable
• Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection. interpretable, but nothing new 4 FAD
• Less is More for Synthetic Speech Detection in the Wild. paper
• Pitch Imperfect: Detecting Audio Deepfakes Through Acoustic Prosodic Analysis. paper
• Generalizable speech deepfake detection via meta-learned LoRA. paper
• DeePen: Penetration Testing for Audio Deepfake Detection. paper
• Adaptive Mixture of Experts Learning for Robust Audio Spoofing Detection. paper
• Emergent Capability in Audio Deepfake Detection. paper
• Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching. paper
• Measuring the Robustness of Audio Deepfake Detectors. paper
• Cross-Technology Generalization in Synthesized Speech Detection: Evaluating AST Models with Modern Voice Generators. paper
• The Interpretable and Transferable Adversarial Attack Against Synthetic Speech Detectors. paper
• Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofing. paper ⭐code!!!
• Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory Perception. paper ⭐code !!!
• End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation. paper ⭐code!!!
• Detecting Musical Deepfakes. paper
• LLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection. paper ⭐code!!!
• What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection. paper
• Replay Attacks Against Audio Deepfake Detection. interspeech25
• Source Verification for Speech Deepfakes. interspeech25
• BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention. interspeech25
• Forensic deepfake audio detection using segmental speech features. paper
• Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing. interspeech25
• Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Interspeech 2025
• BanglaFake: Constructing and Evaluating a Specialized Bengali Deepfake Audio Dataset. dataset paper ⭐code!!!
• Where are We in Audio Deepfake Detection? A Systematic Analysis over Generative and Detection Models. ACM TIT
• Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes. paper ⭐code!!!
• Can Emotion Fool Anti-spoofing? paper
• Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake Detectionpaper ⭐code!!!
• RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection.paper ⭐code soon!!!
• XMAD-Bench: Cross-Domain Multilingual Audio Deepfake Benchmark. paper
• Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion. paper
• Trusted Fake Audio Detection Based on Dirichlet Distribution. paper
• A Data-Driven Diffusion-based Approach for Audio Deepfake Explanations. paper
• Towards Source Attribution of Singing Voice Deepfake with Multimodal Foundation Models. paper ⭐code soon!!!
• Bayesian Learning for Domain-Invariant Speaker Verification and Anti-Spoofing. paper
• Can Quantized Audio Language Models Perform Zero-Shot Spoofing Detection? paper
• Towards Generalized Source Tracing for Codec-Based Deepfake Speech. paper
• Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework. paper
• TADA: Training-free Attribution and Out-of-Domain Detection of Audio Deepfakes. paper ⭐code!!!
• Sharpness to Better Generalization for Speech Deepfake Detection. paper
• Amplifying Artifacts with Speech Enhancement in Voice Anti-spoofing. paper
• Towards Neural Audio Codec Source Parsing. paper
• Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models. paper
• A Comparative Study on Proactive and Passive Detection of Deepfake Speech. paper
• IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detection. paper
• Post-training for Deepfake Speech Detection. paper
• Generalizable Detection of Audio Deepfakes. paper
• Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection paper
• RawTFNet: A Lightweight CNN Architecture for Speech Anti-spoofing. paper
• Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection. paper ⭐code!!!
• Evaluation framework for deepfake speech detection: a comparative study of state-of-the-art deepfake speech detectors. paper
• ESDD 2026: Environmental Sound Deepfake Detection Challenge Evaluation Plan. paper ⭐code!!!
• Multilingual Source Tracing of Speech Deepfakes: A First Benchmark. paper ⭐code soon!!!
• Towards Reliable Audio Deepfake Attribution and Model Recognition: A Multi-Level Autoencoder-Based Framework. paper
• Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere. paper
• Fake-Mamba: Real-Time Speech Deepfake Detection Using Bidirectional Mamba as Self-Attention's Alternative. IEEE ASRU ⭐code soon!!!
• Pindrop it! Audio and Visual Deepfake Countermeasures for Robust Detection and Fine Grained-Localization. paper
• SCDF: A Speaker Characteristics DeepFake Speech Dataset for Bias Analysis. paper
• Perturbed Public Voices: A Dataset for Robust Audio Deepfake Detection. paper
• Rapidly Adapting to New Voice Spoofing: Few-Shot Detection of Synthesized Speech Under Distribution Shifts. paper
• Wav2DF-TSL: Two-stage Learning with Efficient Pre-training and Hierarchical Experts Fusion for Robust Audio Deepfake Detection. paper
• Robust DeepFake Audio Detection via an Improved NeXt-TDNN with Multi-Fused Self-Supervised Learning Features. paper ⭐code!!!
• Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models. paper
• Multilingual Dataset Integration Strategies for Robust Audio Deepfake Detection: A SAFE Challenge System. paper
• MoLEx: Mixture of LoRA Experts in Speech Self-Supervised Models for Audio Deepfake Detection. paper ⭐code!!!
• Improving deepfake detection with predictive inter-modal alignment and feature reconstruction in audio-visual asynchrony scenarios. paper
• HISPASpoof: A New Dataset For Spanish Speech Forensics. paper
• Audio Deepfake Verification. paper
• How Does Instrumental Music Help SingFake Detection? paper
• Mixture of Low-Rank Adapter Experts in Generalizable Audio Deepfake Detection. paper
• Token-based Attractors and Cross-attention in Spoof Diarization. paper
• FakeSound2: A Benchmark for Explainable and Generalizable Deepfake Sound Detection. paper
• QAMO: Quality-aware Multi-centroid One-class Learning For Speech Deepfake Detection. OC-softmax-family
• Addressing Gradient Misalignment in Data-Augmented Training for Robust Speech Deepfake Detection. paper
• Why Speech Deepfake Detectors Won't Generalize: The Limits of Detection in an Open World. paper
• . paper

• VoiceRadar: Voice Deepfake Detection using Micro-Frequency and Compositional Analysis. paper

• SafeSpeech: Robust and Universal Voice Protection Against Malicious Speech Synthesis. paper code

• SafeEar: Content Privacy-Preserving Audio Deepfake Detection paper
• Trident of Poseidon: A Generalized Approach for Detecting Deepfake Voices paper
• "Better Be Computer or I’m Dumb": A Large-Scale Evaluation of Humans as Audio Deepfake Detectors∗ paper
• Blind and Low Vision Individuals’ Detection of Audio Deepfakes paper
• Towards Proactive Protection against Unauthorized Speech Synthesis paper

• Weakly-supervised Audio Temporal Forgery Localization via Progressive Audio-language Co-learning Network. paper code

• Region-Based Optimization in Continual Learning for Audio Deepfake Detection paper code
• Improving Generalization for AI-Synthesized Voice Detection paper code
• Multi-View Collaborative Learning Network for Speech Deepfake Detection. paper code
• Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes. paper code

• What to remember: Self-adaptive continual learning for audio deepfake detection paper code

• Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection paper code

• I Can Hear You: Selective Robust Training for Deepfake Audio Detection Accept! congratulations
• SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Toward Cutting-Edge Speech Generation Methods reject,pity code soon
• Contrastive Learning from Synthetic Audio Doppelgängers augmentation paper, Accept code
• SONICS: Synthetic Or Not - Identifying Counterfeit Songs. paper code

• EnvSDD: Benchmarking Environmental Sound Deepfake Detection. paper
• Audio Deepfake Source Tracing using Multi-Attribute Open-Set Identification and Verification. paper
• Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion. paper
• Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy. paper
• TADA: Training-free Attribution and Out-of-Domain Detection of Audio Deepfakes. paper
• Source Verification for Speech Deepfakes. paper
• STOPA: A Dataset of Systematic VariaTion Of DeePfake Audio for Open-Set Source Tracing and Attribution. paper
• Synthetic Speech Source Tracing using Metric Learning. paper
• Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing. paper
• VIB-based Real Pre-emphasis Audio Deepfake Source Tracing. paper
• Open-Set Source Tracing of Audio Deepfake Systems. paper
• Towards Source Attribution of Singing Voice Deepfake with Multimodal Foundation Models. paper
• Multimodal Zero-Shot Framework for Deepfake Hate Speech Detection in Low-Resource Languages. paper
• Turing's Echo: Investigating Linguistic Sensitivity of Deepfake Voice Detection via Gamification. paper
• Bona fide Cross Testing Reveals Weak Spot in Audio Deepfake Detection Systems. paper
• BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention. paper
• Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes. paper
• Replay Attacks Against Audio Deepfake Detection. paper
• Enhancing Audio Deepfake Detection by Improving Representation Similarity of Bonafide Speech. paper
• Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere. paper
• VCapAV: A Video-Caption Based Audio-Visual Deepfake Detection Dataset. paper
• Collecting, Curating, and Annotating Good Quality Speech deepfake dataset for Famous Figures: Process and Challenges. paper
• Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection. paper
• Leveraging SSL Speech Features and Mamba for Enhanced DeepFake Detection. paper
• A Comparative Study on Proactive and Passive Detection of Deepfake Speech. paper
• PhonemeFake: Redefining Deepfake Realism with Language-Driven Segmental Manipulation and Adaptive Bilevel Detection. paper
• From Sharpness to Better Generalization for Speech Deepfake Detection. paper
• Unmasking real-world audio deepfakes: A data-centric approach. paper
• A Data-Driven Diffusion-based Approach for Audio Deepfake Explanations. paper
• PartialEdit: Identifying Partial Deepfakes in the Era of Neural Speech Editing. paper
• Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake Detection. paper
• Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R. paper
• SynHate: Detecting Hate Speech in Synthetic Deepfake Audio. paper
• Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models. paper

⭐ASVSPOOF5_2024

• Anti-spoofing Ensembling Model: Dynamic Weight Allocation in Ensemble Models for Improved Voice Biometrics Security paper
• Spoof Diarization: ""What Spoofed When"" in Partially Spoofed Audio paper
• Spoofing Speech Detection by Modeling Local Spectro-Temporal and Long-term Dependency paper
• Improving Copy-Synthesis Anti-Spoofing Training Method with Rhythm and Speaker Perturbation paper
• Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech Detection paper
• Source Tracing of Audio Deepfake Systems paper
• How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio? paper
• Revisiting and Improving Scoring Fusion for Spoofing-aware Speaker Verification Using Compositional Data Analysis paper
• SecureSpectra: Safeguarding Digital Identity from Deep Fake Threats via Intelligent Signatures paper
• Interpretable Temporal Class Activation Representation for Audio Spoofing Detection paper
• DGPN: A Dual Graph Prototypical Network for Few-Shot Speech Spoofing Algorithm Recognition paper
• CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems paper
• Spoofed Speech Detection with a Focus on Speaker Embedding paper
• Exploring Self-supervised Embeddings and Synthetic Data Augmentation for Robust Audio Deepfake Detection paper
• One-class learning with adaptive centroid shift for audio deepfake detection paper
• Towards generalisable and calibrated audio deepfake detection with self-supervised representations paper
• Singing Voice Graph Modeling for SingFake Detection paper
• Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection paper
• Enhancing Partially Spoofed Audio Localization with Boundary-aware Attention Mechanism paper
• To what extent can ASV systems naturally defend against spoofing attacks? paper
• Balance, Multiple Augmentation, and Re-synthesis: A Triad Training Strategy for Enhanced Audio Deepfake Detection paper
• Speech Formants Integration for Generalized Detection of Synthetic Speech Spoofing Attacks paper
• Adapter Learning from Pre-trained Model for Robust Spoof Speech Detection paper
• Attentive Merging of Hidden Embeddings from Pre-trained Speech Model for Anti-spoofing Detection paper
• Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audio paper
• Frequency-mix Knowledge Distillation for Fake Speech Detection paper
• HarmoNet: Partial DeepFake Detection Network based on Multi-scale HarmoF0 Feature Fusion paper
• A New Approach to Voice Authenticity paper
• Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target Dataset paper
• Harder or Different? Understanding Generalization of Audio Deepfake Detection paper
• RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection paper
• Generalized Fake Audio Detection via Deep Stable Learning paper
• CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection paper
• FakeSound: Deepfake General Audio Detection paper

• Robust Audio Anti-Spoofing with Fusion-Reconstruction Learning on Multi-Order Spectrograms paper
• Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems paper
• How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning paper
• Spoofing Attacker Also Benefits from Self-Supervised Pretrained Model paper
• Towards single integrated spoofing-aware speaker verification embeddings paper
• DoubleDeceiver: Deceiving the Speaker Verification System Protected by Spoofing Countermeasures paper
• Speaker-Aware Anti-spoofing paper
• Range-Based Equal Error Rate for Spoof Localization paper
• A conformer-based classifier for variable-length utterance processing in anti-spoofing paper
• Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing paper
• Phase perturbation improves channel robustness for speech spoofing countermeasures paper
• Towards Attention-based Contrastive Learning for Audio Spoof Detection paper
• Synthetic Voice Spoofing Detection based on Feature Pyramid Conformer paper
• Robust audio anti-spoofing countermeasure with joint training of front-end and back-end models paper

• Fooling the Forgers: A Multi-Stage Framework for Audio Deepfake Detection paper
• WaveSpect: A Hybrid Approach to Synthetic Audio Detection via Waveform and Spectrogram Analysis paper
• FADEL: Uncertainty-aware Fake Audio Detection with Evidential Deep Learning paper
• LlamaPartialSpoof: An LLM-Driven Fake Speech Dataset Simulating Disinformation Generation paper
• What Affects the Performance of Fake Audio Detection? Analyzing Factors in a Continual Learning Setting paper
• Adversarial Training and Gradient Optimization for Partially Deepfake Audio Localization paper
• Leveraging Mixture of Experts for Improved Speech Deepfake Detection paper
• Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection paper
• Integrating Spectro-Temporal Cross Aggregation and Multi-Scale Dynamic Learning for Audio Deepfake Detection paper
• Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0 paper
• Easy, Interpretable, Effective: openSMILE for voice deepfake detection paper
• Robust Audio Deepfake Detection using Ensemble Confidence Calibration paper
• Generalize Audio Deepfake Algorithm Recognition via Attribution Enhancement paper
• From Voices to Beats: Enhancing Music Deepfake Detection by Identifying Forgeries in Background paper
• Wave-Spectrogram Cross-Modal Aggregation for Audio Deepfake Detection paper
• Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation paper
• SpecViT: A Custom Vision-Transformer based Approach for Audio Deepfake Detection paper
• Deepfake Detection of Singing Voices With Whisper Encodings paper
• Continual Unsupervised Domain Adaptation for Audio Deepfake Detection paper
• Audio Features Investigation for Singing Voice Deepfake Detection paper
• Investigating voiced and unvoiced regions of speech for audio deepfake detection paper
• What Does an Audio Deepfake Detector Focus on? A Study in the Time Domain paper
• PET: High-Frequency Temporal Self-Consistency Learning for Partially Deepfake Audio Localization paper
• GNCL: A Graph Neural Network with Consistency Loss for Segment-Level Spoofed Speech Detection paper

• Robust Spoof Speech Detection Based on Multi-Scale Feature Aggregation and Dynamic Convolution paper
• Can Large-Scale Vocoded Spoofed Data Improve Speech Spoofing Countermeasure with a Self-Supervised Front End? paper
• Frame-to-Utterance Convergence: A Spectra-Temporal Approach for Unified Spoofing Detection paper
• CPAUG: Refining Copy-Paste Augmentation for Speech Anti-Spoofing paper
• One-Class Knowledge Distillation for Spoofing Speech Detection paper
• An Efficient Temporary Deepfake Location Approach Based Embeddings for Partially Spoofed Audio Detection paper
• Selective Domain-Invariant Feature for Generalizable Deepfake Detection paper
• Multi-Scale Permutation Entropy for Audio Deepfake Detection paper
• A Green Learning Approach to Spoofed Speech Detection paper
• Spoofing Attack Augmentation: Can Differently-Trained Attack Models Improve Generalisation? paper
• Improving Short Utterance Anti-Spoofing with Aasist2 paper
• FSD: An Initial Chinese Dataset for Fake Song Detection paper
• A Robust Audio Deepfake Detection System via Multi-View Feature paper
• Audio Deepfake Detection With Self-Supervised Wavlm And Multi-Fusion Attentive Classifier paper
• Does Audio Deepfake Detection Rely on Artifacts? paper
• SingFake: Singing Voice Deepfake Detection paper
• VFD-Net: Vocoder Fingerprints Detection for Fake Audio paper
• HM-CONFORMER: A Conformer-Based Audio Deepfake Detection System with Hierarchical Pooling and Multi-Level Classification Token Aggregation Methods paper

• Learning From Yourself: A Self-Distillation Method for Fake Speech Detection paper
• Can spoofing countermeasure and speaker verification systems be jointly optimised?? paper
• Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders paper
• Phase-Aware Spoof Speech Detection Based on Res2Net with Phase Network paper
• Leveraging Positional-Related Local-Global Dependency for Synthetic Speech Detection paper
• Reliability Estimation for Synthetic Speech Detection paper

• Generalized Audio Deepfake Detection Using Frame-level Latent  Information Entropy paper

• Enhancing voice spoofing detection in noisy environments using frequency feature masking augmentation. paper

• Towards generalizing deep-audio-fake detection networks paper code

• Hierarchical multi-source cues fusion for mono-to-binaural based Audio Deepfake Detection. paper

• Leveraging distance information for generalized spoofing speech detection. paper

• Deepfake audio detection with spectral features and ResNeXt-based architecture. paper

• BFC-Net: Boundary-Frame cross graph attention network for partially spoofed audio localization. paper
• Make full use of your data: On copy-based augmentation in speech anti-spoofing. paper

• One-class network leveraging spectro-temporal features for generalized synthetic speech detection paper

• ASSD: An AI-Synthesized Speech Detection Scheme Using Whisper Feature and Types Classification paper
• The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio paper
• Generalizable Speech Spoofing Detection Against Silence Trimming With Data Augmentation and Multi-Task Meta-Learning paper
• Dual-Branch Knowledge Distillation for Noise-Robust Synthetic Speech Detection trash(this is personal)
• Compact Time-Domain Representation for Logical Access Spoofed Audio paper
• The PartialSpoof Database and Countermeasures for the Detection of Short Fake Speech Segments Embedded in an Utterance paper
• ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild paper
• The Impact of Silence on Speech Anti-Spoofing paper
• Generalized Voice Spoofing Detection via Integral Knowledge Amalgamation paper
• Device Features Based on Linear Transformation With Parallel Training Data for Replay Speech Detection paper
• Robustness of Speech Spoofing Detectors Against Adversarial Post-Processing of Voice Conversion paper
• Modified Magnitude-Phase Spectrum Information for Spoofing Detection paper
• Optimizing Tandem Speaker Verification and Anti-Spoofing Systems paper
• FTDKD: Frequency-Time Domain Knowledge Distillation for Low-Quality Compressed Audio Deepfake Detection paper
• Multi-Sinkhorn Teacher Knowledge Aggregation Framework for Adaptive Audio Anti-Spoofing paper
• AWaveFormer: Audio Wavelet Transformer Network for Generalized Audio Deepfake Detection paper

• On Joint Optimization of Automatic Speaker Verification and Anti-Spoofing in the Embedding Space paper
• Domain Generalization via Aggregation and Separation for Audio Deepfake Detection paper
• Audio Multi-View Spoofing Detection Framework Based on Audio-Text-Emotion Correlations paper

• One-Class Learning Towards Synthetic Voice Spoofing Detection paper
• Synthetic Speech Detection Based on Local Autoregression and Variance Statistics paper
• The Role of Long-Term Dependency in Synthetic Speech Detection paper
• Comparative Analysis of ASV Spoofing Countermeasures: Evaluating Res2Net-Based Approaches paper
• Discriminative Frequency Information Learning for End-to-End Speech Anti-Spoofing paper
• End-to-End Dual-Branch Network Towards Synthetic Speech Detection paper
• Towards End-to-End Synthetic Speech Detection paper
• Synthetic Speech Detection Based on the Temporal Consistency of Speaker Features paper
• Multi-Level Information Aggregation Based Graph Attention Networks Towards Fake Speech Detection paper
• Compressed Domain Invariant Adversarial Representation Learning for Robust Audio Deepfake Detection. paper
• Adaptive Mixture of Low-Rank Experts for Robust Audio Spoofing Detection. paper

• 4654 WhiADD: Semantic-Acoustic Fusion for Robust Audio Deepfake Detection paper
• 386 ALDEN: Dual-Level Disentanglement with Meta-learning for Generalizable Audio Deepfake Detection paper
• 4652 Generalizable Audio Deepfake Detection via Style Alignment and Structural Empirical Risk Minimization paper
• 6390 ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection paper
• 4903 Enkidu: Universal Frequential Perturbation for Real-Time Audio Privacy Protection against Voice Deepfakes paper
• 7335 Multi-level SSL Feature Gating for Audio Deepfake Detection paper

• Coarse-to-Fine Proposal Refinement Framework for Audio Temporal Forgery Detection and Localization paper
• Audio Deepfake Detection with Self-Supervised XLS-R and SLS Classifier paper

• IndicSynth: A Large-Scale Multilingual Synthetic Speech Dataset for Low-Resource Indian Languages paper
• SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods paper
• Investigating Prosodic Signatures via Speech Pre-Trained Models for Audio Deepfake Source Attribution paper

• How to Boost Anti-Spoofing with X-Vectors paper
• Investigating Active-Learning-Based Training Data Selection for Speech Spoofing Countermeasure paper
• The Clever Hans Effect in Voice Spoofing Detection paper

• Fixing Domain Bias for Generalized Deepfake Detection paper
• Learning to Listen and Listening to Learn: Spoofed Audio Detection Through Linguistic Data Augmentation paper
• RawSpectrogram: On the Way to Effective Streaming Speech Anti-Spoofing paper
• Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation paper
• Experimental Case Study of Self-Supervised Learning for Voice Spoofing Detection paper
• Investigating Self-Supervised Front Ends for Speech Spoofing Countermeasures paper
• Investigating Active-Learning-Based Training Data Selection for Speech Spoofing Countermeasure paper
• SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection paper
• Audio Deepfake Detection with Self-Supervised XLS-R and SLS Classifier paper

• Your Out-of-Distribution Detection Method is Not Robust! paper code
• Watermarking for Out-of-distribution Detection paper code

• DETECTING OUT-OF-DISTRIBUTION EXAMPLES VIA CLASS-CONDITIONAL IMPRESSIONS REAPPEARING paper
• MCROOD: MULTI-CLASS RADAR OUT-OF-DISTRIBUTION DETECTION paper
• DO PROSODY TRANSFER MODELS TRANSFER PROSODY? paper
• TWO-STREAM DECODER FEATURE NORMALITY ESTIMATING NETWORK FOR INDUSTRIAL ANOMALY DETECTION paper