Cover Image

AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Borodin, Kirill, Kudryavtsev, Vasiliy, Korzh, Dmitrii, Efimenko, Alexey, Mkrtchian, Grach, Gorodnichev, Mikhail, Rogov, Oleg Y.
Format:	Preprint
Published:	2024
Subjects:	Sound Artificial Intelligence Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

When Spoof Detectors Travel: Evaluation Across 66 Languages in the Low-Resource Language Spoofing Corpus
by: Borodin, Kirill, et al.
Published: (2026)

Application of ASV for Voice Identification after VC and Duration Predictor Improvement in TTS Models
by: Nikolayevich, Borodin Kirill, et al.
Published: (2024)

Balalaika: Data-Centric, Prosody-Aware Annotation Pipeline for Russian Speech
by: Borodin, Kirill, et al.
Published: (2025)

Combining Masked Language Modeling and Cross-Modal Contrastive Learning for Prosody-Aware TTS
by: Borodin, Kirill, et al.
Published: (2026)

Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection
by: Viakhirev, Ivan, et al.
Published: (2025)

Interpreting Multi-Branch Anti-Spoofing Architectures: Correlating Internal Strategy with Empirical Performance
by: Viakhirev, Ivan, et al.
Published: (2026)

Improving Short Utterance Anti-Spoofing with AASIST2
by: Zhang, Yuxiang, et al.
Published: (2023)

From Visual to Multimodal: Systematic Ablation of Encoders and Fusion Strategies in Animal Identification
by: Kudryavtsev, Vasiliy, et al.
Published: (2026)

Certification of Speaker Recognition Models to Additive Perturbations
by: Korzh, Dmitrii, et al.
Published: (2024)

Benchmarking Compact VLMs for Clip-Level Surveillance Anomaly Detection Under Weak Supervision
by: Borodin, Kirill, et al.
Published: (2026)

Evaluating Generalization and Robustness in Russian Anti-Spoofing: The RuASD Initiative
by: Lysikova, Ksenia, et al.
Published: (2026)

From Dispersion to Attraction: Spectral Dynamics of Hallucination Across Whisper Model Scales
by: Viakhirev, Ivan, et al.
Published: (2026)

ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge
by: Martín-Doñas, Juan M., et al.
Published: (2024)

Novel Loss-Enhanced Universal Adversarial Patches for Sustainable Speaker Privacy
by: Karimov, Elvir, et al.
Published: (2025)

ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale
by: Wang, Xin, et al.
Published: (2024)

ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech
by: Wang, Xin, et al.
Published: (2025)

BUT Systems and Analyses for the ASVspoof 5 Challenge
by: Rohdin, Johan, et al.
Published: (2024)

XMUspeech Systems for the ASVspoof 5 Challenge
by: Li, Wangjie, et al.
Published: (2025)

Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning
by: Dvirniak, Artem, et al.
Published: (2026)

Temporal Variability and Multi-Viewed Self-Supervised Representations to Tackle the ASVspoof5 Deepfake Challenge
by: Xie, Yuankun, et al.
Published: (2024)

ASVspoof2019 vs. ASVspoof5: Assessment and Comparison
by: Weizman, Avishai, et al.
Published: (2025)

BEAT2AASIST model with layer fusion for ESDD 2026 Challenge
by: Chung, Sanghyeok, et al.
Published: (2025)

UR Channel-Robust Synthetic Speech Detection System for ASVspoof 2021
by: Chen, Xinhui, et al.
Published: (2021)

SZU-AFS Antispoofing System for the ASVspoof 5 Challenge
by: Xu, Yuxiong, et al.
Published: (2024)

USTC-KXDIGIT System Description for ASVspoof5 Challenge
by: Chen, Yihao, et al.
Published: (2024)

Spoofing-Robust Speaker Verification Using Parallel Embedding Fusion: BTU Speech Group's Approach for ASVspoof5 Challenge
by: Kurnaz, Oğuzhan, et al.
Published: (2024)

Unmasking Deepfakes: Leveraging Augmentations and Features Variability for Deepfake Speech Detection
by: Rimon, Inbal, et al.
Published: (2025)

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
by: Kheir, Yassine El, et al.
Published: (2025)

Exploring SSL Discrete Speech Features for Zipformer-based Contextual ASR
by: Cui, Mingyu, et al.
Published: (2024)

Learn from Real: Reality Defender's Submission to ASVspoof5 Challenge
by: Zhu, Yi, et al.
Published: (2024)

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features
by: Kukanov, Ivan, et al.
Published: (2025)

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology
by: Li, Haoyang, et al.
Published: (2024)

SPEAR: A Unified SSL Framework for Learning Speech and Audio Representations
by: Yang, Xiaoyu, et al.
Published: (2025)

Fusion of Modulation Spectrogram and SSL with Multi-head Attention for Fake Speech Detection
by: N, Rishith Sadashiv T, et al.
Published: (2025)

Post-training for Deepfake Speech Detection
by: Ge, Wanying, et al.
Published: (2025)

Source Verification for Speech Deepfakes
by: Negroni, Viola, et al.
Published: (2025)

k2SSL: A Faster and Better Framework for Self-Supervised Speech Representation Learning
by: Yang, Yifan, et al.
Published: (2024)

VAE-based Phoneme Alignment Using Gradient Annealing and SSL Acoustic Features
by: Koriyama, Tomoki
Published: (2024)

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes
by: Zhang, Kuiyuan, et al.
Published: (2024)

FakeMark: Deepfake Speech Attribution With Watermarked Artifacts
by: Ge, Wanying, et al.
Published: (2025)