A Probabilistic Beat-to-Beat Filtering Model for Continuous and Accurate Blood Pressure Estimation. - Zehua Chen 005; Bruno Scalzo Dees; Danilo P. Mandic (IJCNN, 2020)

Infergrad: Improving Diffusion Models for Vocoder by Considering Inference in Training. - Zehua Chen 005; Xu Tan 003; Ke Wang; Shifeng Pan; Danilo P. Mandic; Lei He 005; Sheng Zhao 002 (ICASSP, 2022)

BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis. - Yichong Leng; Zehua Chen 005; Junliang Guo; Haohe Liu; Jiawei Chen 008; Xu Tan 003; Danilo P. Mandic; Lei He 005; Xiangyang Li 001; Tao Qin 001; Sheng Zhao 002; Tie-Yan Liu (NeurIPS, 2022)

ResGrad: Residual Denoising Diffusion Probabilistic Models for Text to Speech. - Zehua Chen 005; Yihan Wu 008; Yichong Leng; Jiawei Chen 008; Haohe Liu; Xu Tan 003; Yang Cui; Ke Wang; Lei He 005; Sheng Zhao 002; Jiang Bian 002; Danilo P. Mandic (CoRR, 2022)

AudioLDM: Text-to-Audio Generation with Latent Diffusion Models. - Haohe Liu; Zehua Chen 005; Yi Yuan; Xinhao Mei; Xubo Liu 001; Danilo P. Mandic; Wenwu Wang 001; Mark D. Plumbley (ICML, 2023)

Improving Diffusion Models for ECG Imputation with an Augmented Template Prior. - Alexander Jenkins; Zehua Chen 005; Fu Siong Ng; Danilo P. Mandic (CoRR, 2023)

Schrodinger Bridges Beat Diffusion Models on Text-to-Speech Synthesis. - Zehua Chen 005; Guande He; Kaiwen Zheng; Xu Tan 003; Jun Zhu 001 (CoRR, 2023)

TiVA: Time-Aligned Video-to-Audio Generation. - Xihua Wang 002; Yuyue Wang 003; Yihan Wu 008; Ruihua Song; Xu Tan 003; Zehua Chen 005; Hongteng Xu; Guodong Sui (ACM Multimedia, 2024)

FrameBridge: Improving Image-to-Video Generation with Bridge Models. - Yuji Wang; Zehua Chen 005; Xiaoyu Chen; Jun Zhu 001; Jianfei Chen 001 (CoRR, 2024)

RespDiff: An End-to-End Multi-scale RNN Diffusion Model for Respiratory Waveform Estimation from PPG Signals. - Yuyang Miao; Zehua Chen 005; Chang Li; Danilo P. Mandic (ICASSP, 2025)

FrameBridge: Improving Image-to-Video Generation with Bridge Models. - Yuji Wang; Zehua Chen 005; Xiaoyu Chen; Yixiang Wei; Jun Zhu 001; Jianfei Chen 001 (ICML, 2025)

FreeAudio: Training-Free Timing Planning for Controllable Long-Form Text-to-Audio Generation. - Yuxuan Jiang; Zehua Chen 005; Zeqian Ju; Chang Li; Weibei Dou; Jun Zhu 001 (ACM Multimedia, 2025)

Versatile Cardiovascular Signal Generation with a Unified Diffusion Transformer. - Zehua Chen 005; Yuyang Miao; Liyuan Wang; Luyun Fan; Danilo P. Mandic; Jun Zhu 001 (CoRR, 2025)

VoiceBridge: Designing Latent Bridge Models for General Speech Restoration at Scale. - Chi Zhang 007; Zehua Chen 005; Kaiwen Zheng; Jun Zhu 001 (CoRR, 2025)

ControlAudio: Tackling Text-Guided, Timing-Indicated and Intelligible Audio Generation via Progressive Diffusion Modeling. - Yuxuan Jiang; Zehua Chen 005; Zeqian Ju; Yusheng Dai; Weibei Dou; Jun Zhu 001 (CoRR, 2025)

RefineBridge: Generative Bridge Models Improve Financial Forecasting by Foundation Models. - Anthony Bolton; Wuyang Zhou; Zehua Chen 005; Giorgos Iacovides; Danilo P. Mandic (CoRR, 2025)

Omni2Sound: Towards Unified Video-Text-to-Audio Generation. - Yusheng Dai; Zehua Chen 005; Yuxuan Jiang; Baolong Gao; Qiuhong Ke; Jun Zhu 001; Jianfei Cai 001 (CoRR, 2026)