activity
20232025
most citedA Quantitative Approach to Understand Self-Supervised Models as Cross-lingual Feature Extractors

1 citations · 1 across the 4 of their papers we have counts for

collaborators

7 papers

cs.AI2025

Step-Audio-R1 Technical Report

Fei Tian, Xiangyu Tony Zhang, Yuxin Zhang +14

Recent advances in reasoning models have demonstrated remarkable success in text and vision domains through extended chain-of-thought deliberation. However, a perplexing phenomenon…

eess.AS2025

Long-Context Modeling Networks for Monaural Speech Enhancement: A Comparative Study

Qiquan Zhang, Moran Chen, Zeyang Song +3

Advanced long-context modeling backbone networks, such as Transformer, Conformer, and Mamba, have demonstrated state-of-the-art performance in speech enhancement. However, a system…

cs.CL2025

Impact of Frame Rates on Speech Tokenizer: A Case Study on Mandarin and English

Haoyang Zhang, Hexin Liu, Xiangyu Zhang +7

The speech tokenizer plays a crucial role in recent speech tasks, generally serving as a bridge between speech signals and language models. While low-frame-rate codecs are widely e…

eess.AS2025

SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information

Xiangyu Zhang, Hexin Liu, Qiquan Zhang +2

Large Language Models (LLMs) have been increasingly adopted for health-related tasks, yet their performance in depression detection remains limited when relying solely on text inpu…

eess.AS2024

Selective State Space Model for Monaural Speech Enhancement

Moran Chen, Qiquan Zhang, Mingjiang Wang +4

Voice user interfaces (VUIs) have facilitated the efficient interactions between humans and machines through spoken commands. Since real-word acoustic scenes are complex, speech en…

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…