Cover Image

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kheir, Yassine El, Polzehl, Tim, Möller, Sebastian
Format:	Preprint
Published:	2025
Subjects:	Sound Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

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

Generalizable Audio Spoofing Detection using Non-Semantic Representations
by: Das, Arnab, et al.
Published: (2025)

DeepFense: A Unified, Modular, and Extensible Framework for Robust Deepfake Audio Detection
by: Kheir, Yassine El, et al.
Published: (2026)

Private kNN-VC: Interpretable Anonymization of Converted Speech
by: Franzreb, Carlos, et al.
Published: (2025)

Content Leakage in LibriSpeech and Its Impact on the Privacy Evaluation of Speaker Anonymization
by: Franzreb, Carlos, et al.
Published: (2026)

Speech Representation Analysis based on Inter- and Intra-Model Similarities
by: Kheir, Yassine El, et al.
Published: (2024)

Mamba-based Decoder-Only Approach with Bidirectional Speech Modeling for Speech Recognition
by: Masuyama, Yoshiki, et al.
Published: (2024)

Mamba in Speech: Towards an Alternative to Self-Attention
by: Zhang, Xiangyu, et al.
Published: (2024)

Enhancing Stereo Sound Event Detection with BiMamba and Pretrained PSELDnet
by: Gao, Wenmiao, et al.
Published: (2025)

Exploring the Capability of Mamba in Speech Applications
by: Miyazaki, Koichi, et al.
Published: (2024)

Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation
by: Jiang, Xilin, et al.
Published: (2024)

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection
by: Xiao, Yang, et al.
Published: (2024)

Universal Speech Enhancement with Regression and Generative Mamba
by: Chao, Rong, et al.
Published: (2025)

Exploring Resolution-Wise Shared Attention in Hybrid Mamba-U-Nets for Improved Cross-Corpus Speech Enhancement
by: Kühne, Nikolai Lund, et al.
Published: (2025)

Lightweight Resolution-Aware Audio Deepfake Detection via Cross-Scale Attention and Consistency Learning
by: Shahriar, K. A.
Published: (2026)

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

Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement
by: Wang, Junyu, et al.
Published: (2024)

Speech-Mamba: Long-Context Speech Recognition with Selective State Spaces Models
by: Gao, Xiaoxue, et al.
Published: (2024)

MambaRate: Speech Quality Assessment Across Different Sampling Rates
by: Kakoulidis, Panos, et al.
Published: (2025)

Leveraging Mamba with Full-Face Vision for Audio-Visual Speech Enhancement
by: Chao, Rong, et al.
Published: (2025)

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

MambAttention: Mamba with Multi-Head Attention for Generalizable Single-Channel Speech Enhancement
by: Kühne, Nikolai Lund, et al.
Published: (2025)

TAME: Temporal Audio-based Mamba for Enhanced Drone Trajectory Estimation and Classification
by: Xiao, Zhenyuan, et al.
Published: (2024)

Stereo sound event localization and detection based on PSELDnet pretraining and BiMamba sequence modeling
by: Gao, Wenmiao, et al.
Published: (2025)

Non-Intrusive Binaural Speech Intelligibility Prediction Using Mamba for Hearing-Impaired Listeners
by: Yamamoto, Katsuhiko, et al.
Published: (2025)

An Investigation of Incorporating Mamba for Speech Enhancement
by: Chao, Rong, et al.
Published: (2024)

PARROT: Synergizing Mamba and Attention-based SSL Pre-Trained Models via Parallel Branch Hadamard Optimal Transport for Speech Emotion Recognition
by: Phukan, Orchid Chetia, et al.
Published: (2025)

From Sharpness to Better Generalization for Speech Deepfake Detection
by: Huang, Wen, et al.
Published: (2025)

Comparative Analysis of ASR Methods for Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2024)

RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection
by: Chen, Yujie, et al.
Published: (2024)

Joint Multi-scale Cross-lingual Speaking Style Transfer with Bidirectional Attention Mechanism for Automatic Dubbing
by: Li, Jingbei, et al.
Published: (2023)

Audio Mamba: Bidirectional State Space Model for Audio Representation Learning
by: Erol, Mehmet Hamza, et al.
Published: (2024)

EDNet: A Versatile Speech Enhancement Framework with Gating Mamba Mechanism and Phase Shift-Invariant Training
by: Kwak, Doyeop, et al.
Published: (2025)

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio
by: Ranjan, Rishabh, et al.
Published: (2025)

Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection
by: Salvi, Davide, et al.
Published: (2025)

A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection
by: Pham, Lam, et al.
Published: (2024)

Mamba-based Segmentation Model for Speaker Diarization
by: Plaquet, Alexis, et al.
Published: (2024)

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

A High-Fidelity Speech Super Resolution Network using a Complex Global Attention Module with Spectro-Temporal Loss
by: Tamiti, Tarikul Islam, et al.
Published: (2025)