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20242026
most citedFunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

9 citations · 16 across the 7 of their papers we have counts for

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6 papers · 1 filter

cs.SD2025

RRPO: Robust Reward Policy Optimization for LLM-based Emotional TTS

Cong Wang, Changfeng Gao, Yang Xiang +7

Differentiable reinforcement learning (RL) frameworks like DiffRO offer a powerful approach for controllable text-to-speech (TTS), but are vulnerable to reward hacking, particularl…

cs.SD2025

Eliminating stability hallucinations in llm-based tts models via attention guidance

ShiMing Wang, ZhiHao Du, Yang Xiang +6

This paper focuses on resolving stability hallucinations (e.g., repetitive or omitted speech) in LLM-based Text-to-Speech (TTS) models by improving and leveraging the attention mec…

cs.SD2025

InspireMusic: Integrating Super Resolution and Large Language Model for High-Fidelity Long-Form Music Generation

Chong Zhang, Yukun Ma, Qian Chen +12

We introduce InspireMusic, a framework integrated super resolution and large language model for high-fidelity long-form music generation. A unified framework generates high-fidelit…

cs.SD20244 cited

CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Zhihao Du, Yuxuan Wang, Qian Chen +16

In our previous work, we introduced CosyVoice, a multilingual speech synthesis model based on supervised discrete speech tokens. By employing progressive semantic decoding with two…

cs.SD2024

IntrinsicVoice: Empowering LLMs with Intrinsic Real-time Voice Interaction Abilities

Xin Zhang, Xiang Lyu, Zhihao Du +10

Current methods of building LLMs with voice interaction capabilities rely heavily on explicit text autoregressive generation before or during speech response generation to maintain…

cs.SD20249 cited

FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

Keyu An, Qian Chen, Chong Deng +30

This report introduces FunAudioLLM, a model family designed to enhance natural voice interactions between humans and large language models (LLMs). At its core are two innovative mo…