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20242026
most citedMamba in Speech: Towards an Alternative to Self-Attention

6 citations · 10 across the 23 of their papers we have counts for

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cs.SD2026

Multimodal Target Speaker Extraction: Towards Unified Speaker Cues Across Modalities

Xinyuan Qian, Yanghao Zhou, Ziyang Jiang +10

Target Speaker Extraction (TSE) is pivotal in speech communication and human-computer interaction, enabling the isolation of a specific speaker's voice from complex acoustic enviro…

cs.SD2026

Quantizer-Aware Hierarchical Neural Codec Modeling for Speech Deepfake Detection

Jinyang Wu, Zihan Pan, Qiquan Zhang +2

Neural audio codecs discretize speech via residual vector quantization (RVQ), forming a coarse-to-fine hierarchy across quantizers. While codec models have been explored for repres…

cs.SD2026

Analytic Incremental Learning For Sound Source Localization With Imbalance Rectification

Zexia Fan, Yu Chen, Qiquan Zhang +2

Sound source localization (SSL) demonstrates remarkable results in controlled settings but struggles in real-world deployment due to dual imbalance challenges: intra-task imbalance…

cs.SD2025

SEA-Spoof: Bridging The Gap in Multilingual Audio Deepfake Detection for South-East Asian

Jinyang Wu, Nana Hou, Zihan Pan +3

The rapid growth of the digital economy in South-East Asia (SEA) has amplified the risks of audio deepfakes, yet current datasets cover SEA languages only sparsely, leaving models…

cs.SD2024

SAV-SE: Scene-aware Audio-Visual Speech Enhancement with Selective State Space Model

Xinyuan Qian, Jiaran Gao, Yaodan Zhang +4

Speech enhancement plays an essential role in various applications, and the integration of visual information has been demonstrated to bring substantial advantages. However, the ma…