Audio Deepfake Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 35 papers with code (74 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation
  24 Feb 2022 3 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  The performance of spoofing countermeasure systems depends fundamentally upon the use of sufficiently representative training data.
• Audio Deepfake Detection with Self-Supervised XLS-R and SLS Classifier
  28 Oct 2024 2 repositories listed
  To enhance the sensitivity of deepfake audio features, we propose a deepfake audio detection model that incorporates an SLS (Sensitive Layer Selection) module.
• SONICS: Synthetic Or Not -- Identifying Counterfeit Songs
  26 Aug 2024 2 repositories listed Syntology ran 8 of 9 samples · 1 unverified · 9 pointer-only (licence)
  Existing research and datasets in fake song detection only focus on singing voice deepfake detection (SVDD), where the vocals are AI-generated but the instrumental music is sourced from real songs.
• WavLM model ensemble for audio deepfake detection
  14 Aug 2024 2 repositories listed
  Audio deepfake detection has become a pivotal task over the last couple of years, as many recent speech synthesis and voice cloning systems generate highly realistic speech samples, thus enabling their use in malicious…
• WaveFake: A Data Set to Facilitate Audio Deepfake Detection
  4 Nov 2021 2 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  Deep generative modeling has the potential to cause significant harm to society.
• AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks
  4 Oct 2021 2 repositories listed Syntology ran 11 of 12 samples · 1 unverified
  Artefacts that differentiate spoofed from bona-fide utterances can reside in spectral or temporal domains.
• Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes
  29 May 2025 1 repository listed
  Recent advancements in Text-to-Speech (TTS) models, particularly in voice cloning, have intensified the demand for adaptable and efficient deepfake detection methods.
• End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset Evaluation
  29 Apr 2025 1 repository listed
  Audio deepfakes represent a growing threat to digital security and trust, leveraging advanced generative models to produce synthetic speech that closely mimics real human voices.
• Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory Perception
  9 Apr 2025 1 repository listed
  The rapid advancement of audio generation technologies has escalated the risks of malicious deepfake audio across speech, sound, singing voice, and music, threatening multimedia security and trust.
• Measuring the Robustness of Audio Deepfake Detectors
  21 Mar 2025 1 repository listed
  Deepfakes have become a universal and rapidly intensifying concern of generative AI across various media types such as images, audio, and videos.
• Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
  5 Feb 2025 1 repository listed
  This paper conducts a comprehensive layer-wise analysis of self-supervised learning (SSL) models for audio deepfake detection across diverse contexts, including multilingual datasets (English, Chinese, Spanish),…
• Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition
  11 Jan 2025 1 repository listed
  Current research in audio deepfake detection is gradually transitioning from binary classification to multi-class tasks, referred as audio deepfake source tracing task.
• Region-Based Optimization in Continual Learning for Audio Deepfake Detection
  16 Dec 2024 1 repository listed
  To address this issue, we propose a continual learning method named Region-Based Optimization (RegO) for audio deepfake detection.
• XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection
  15 Nov 2024 1 repository listed
  Transformers and their variants have achieved great success in speech processing.
• Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target Dataset
  13 Oct 2024 1 repository listed
  We study test-time domain adaptation for audio deepfake detection (ADD), addressing three challenges: (i) source-target domain gaps, (ii) limited target dataset size, and (iii) high computational costs.
• Where are we in audio deepfake detection? A systematic analysis over generative and detection models
  6 Oct 2024 1 repository listed
  Through extensive experiments, (1) we reveal the limitations of existing detection methods and demonstrate that foundation models exhibit stronger generalization capabilities, likely due to their model size and the…
• SafeEar: Content Privacy-Preserving Audio Deepfake Detection
  14 Sep 2024 1 repository listed
  To overcome the challenge of identifying diverse deepfake audio without semantic clues, we enhance our deepfake detector with real-world codec augmentation.
• Does Current Deepfake Audio Detection Model Effectively Detect ALM-based Deepfake Audio?
  20 Aug 2024 1 repository listed
  Currently, Audio Language Models (ALMs) are rapidly advancing due to the developments in large language models and audio neural codecs.
• Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech Detection
  25 Jun 2024 1 repository listed
  Recent synthetic speech detectors leveraging the Transformer model have superior performance compared to the convolutional neural network counterparts.
• One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection
  24 Jun 2024 1 repository listed
  As speech synthesis systems continue to make remarkable advances in recent years, the importance of robust deepfake detection systems that perform well in unseen systems has grown.
• Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion Strategy
  5 Jun 2024 1 repository listed
  For effective OOD detection, we first explore current post-hoc OOD methods and propose NSD, a novel OOD approach in identifying novel deepfake algorithms through the similarity consideration of both feature and logits…
• The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio
  8 May 2024 1 repository listed
  With the proliferation of Audio Language Model (ALM) based deepfake audio, there is an urgent need for generalized detection methods.
• CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning
  24 Apr 2024 1 repository listed
  The detection models exhibited vulnerabilities, with FAR rising to 36.
• Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio Deepfake
  31 Mar 2024 1 repository listed
  To validate our hypothesis, we extract representations from state-of-the-art (SOTA) PTMs including monolingual, multilingual as well as PTMs trained for speaker and emotion recognition, and evaluated them on ASVSpoof…
• Exploring Green AI for Audio Deepfake Detection
  21 Mar 2024 1 repository listed
  In contrast to existing methods that fine-tune SSL models and employ additional deep neural networks for downstream tasks, we exploit classical machine learning algorithms such as logistic regression and shallow neural…
• What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection
  15 Dec 2023 1 repository listed
  The rapid evolution of speech synthesis and voice conversion has raised substantial concerns due to the potential misuse of such technology, prompting a pressing need for effective audio deepfake detection mechanisms.
• HM-Conformer: A Conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification token aggregation methods
  15 Sep 2023 1 repository listed
  Audio deepfake detection (ADD) is the task of detecting spoofing attacks generated by text-to-speech or voice conversion systems.
• FSD: An Initial Chinese Dataset for Fake Song Detection
  5 Sep 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In this paper, we initially construct a Chinese Fake Song Detection (FSD) dataset to investigate the field of song deepfake detection.
• Betray Oneself: A Novel Audio DeepFake Detection Model via Mono-to-Stereo Conversion
  25 May 2023 1 repository listed
  In this paper, we propose a novel ADD model, termed as M2S-ADD, that attempts to discover audio authenticity cues during the mono-to-stereo conversion process.
• Bts-e: Audio deepfake detection using breathing-talking-silence encoder
  5 May 2023 1 repository listed
  Voice phishing (vishing) is increasingly popular due to the development of speech synthesis technology.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.