InstructSpeech: Following Speech Editing Instructions via Large Language Models. - Rongjie Huang 001; Ruofan Hu 002; Yongqi Wang; Zehan Wang 001; Xize Cheng; Ziyue Jiang 001; Zhenhui Ye; Dongchao Yang; Luping Liu; Peng Gao 007; Zhou Zhao 001 (ICML, 2024)

VoiceTuner: Self-Supervised Pre-training and Efficient Fine-tuning For Voice Generation. - Rongjie Huang 001; Yongqi Wang; Ruofan Hu 002; Xiaoshan Xu; Zhiqing Hong; Dongchao Yang; Xize Cheng; Zehan Wang 001; Ziyue Jiang 001; Zhenhui Ye; Luping Liu; Siqi Zheng; et al. (ACM Multimedia, 2024)

Prompt-Singer: Controllable Singing-Voice-Synthesis with Natural Language Prompt. - Yongqi Wang; Ruofan Hu 002; Rongjie Huang 001; Zhiqing Hong; Ruiqi Li; Wenrui Liu 003; Fuming You; Tao Jin 004; Zhou Zhao 001 (NAACL-HLT, 2024)

VoxDialogue: Can Spoken Dialogue Systems Understand Information Beyond Words? - Xize Cheng; Ruofan Hu 002; Xiaoda Yang; Jingyu Lu 001; Dongjie Fu; Zehan Wang 001; Shengpeng Ji; Rongjie Huang 001; Boyang Zhang; Tao Jin 004; Zhou Zhao 001 (ICLR, 2025)

GTA: Towards Generative Text-To-Audio Retrieval via Multi-Scale Tokenizer. - Minghui Fang 002; Shengpeng Ji; Jialong Zuo; Xize Cheng; Wenrui Liu 003; Xiaoda Yang; Ruofan Hu 002; Jieming Zhu; Zhou Zhao 001 (INTERSPEECH, 2025)

Vela: Scalable Embeddings with Voice Large Language Models for Multimodal Retrieval. - Ruofan Hu 002; Yan Xia 006; Minjie Hong; Jieming Zhu; Bo Chen 023; Xiaoda Yang; Minghui Fang 002; Tao Jin 004 (INTERSPEECH, 2025)

MelRe: Vision-Based Mel-Spectrogram Restoration. - Kaixuan Luan; Xiaoda Yang; Shile Cai; Ruofan Hu 002; Minghui Fang 002; Wenrui Liu 003; Jialong Zuo; Jiaqi Duan; Yuhang Ma; Junyu Lu (INTERSPEECH, 2025)

Multimodal Conditional Retrieval with High Controllability. - Xiaoda Yang; Xize Cheng; Minghui Fang 002; Hongshun Qiu; Yuhang Ma; Junyu Lu; Jiaqi Duan; Sihang Cai; Zehan Wang 001; Ruofan Hu 002; Dongjie Fu; Zhou Zhao 001; et al. (KDD (2), 2025)

OmniChat: Enhancing Spoken Dialogue Systems with Scalable Synthetic Data for Diverse Scenarios. - Xize Cheng; Dongjie Fu; Xiaoda Yang; Minghui Fang 002; Ruofan Hu 002; Jingyu Lu 001; Jionghao Bai; Zehan Wang 001; Shengpeng Ji; Rongjie Huang 001; Linjun Li; Yu Chen; et al. (CoRR, 2025)

Generative Reasoning Recommendation via LLMs. - Minjie Hong; Zetong Zhou; Zirun Guo; Ziang Zhang; Ruofan Hu 002; Weinan Gan; Jieming Zhu; Zhou Zhao 001 (CoRR, 2025)

HIVE: A hypergraph-based game-theoretic interactive value decomposition engine for multi-lateral agents collaboration. - Changdong Zhou; Ruofan Hu 002; Naiyao Wang; Ke Song 003; Hongbo Liu 001 (Neural Networks, 2026)

SpatialReward: Verifiable Spatial Reward Modeling for Fine-Grained Spatial Consistency in Text-to-Image Generation. - Sashuai Zhou; Qiang Zhou; Junpeng Ma; Yue Cao; Ruofan Hu 002; Ziang Zhang; Xiaoda Yang; Zhibin Wang; Jun Song; Cheng Yu; Bo Zheng 007; Zhou Zhao 001 (CoRR, 2026)

DocRetriever: A Plug-and-Play Framework for Multimodal Document Retrieval with Comprehensive Benchmark. - Ruofan Hu 002; Menghui Zhu; Jieming Zhu; Bo Chen 023; Shengyang Xu; Minjie Hong; Xiaoda Yang; Sashuai Zhou; Li Tang; Tao Jin 004; Zhou Zhao 001 (CoRR, 2026)