PUBLICATIONS

VAEM: a Deep Generative Model for Heterogeneous Mixed Type Data Chao Ma, Sebastian Tschiatschek, Richard Turner, José Miguel Hernández-Lobato, and Cheng Zhang. Advances in Neural Information Processing Systems, 2020.

Variational Implicit Processes Chao Ma, Yingzhen Li, and José Miguel Hernández-Lobato. Proceedings of the 36th International Conference on Machine Learning, 2019. [Long Oral, 4%][Talk]

EDDI: Efficient Dynamic Discovery of High-value Information with Partial VAE Chao Ma, Sebastian Tschiatschek, Konstantina Palla, José Miguel Hernández-Lobato, Sebastian Nowozin, and Cheng Zhang. Proceedings of the 36th International Conference on Machine Learning, 2019. [Long Oral, 4%][Talk]

HM-VAEs: a Deep Generative Model for Real-valued Data with Heterogeneous Marginals Chao Ma, Sebastian Tschiatschek, Yingzhen Li,  Richard Turner, José Miguel Hernández-Lobato, and Cheng Zhang. Proceedings of The 2nd Symposium on Advances in Approximate Bayesian Inference, 2020.

Bayesian EDDI: Sequential Variable Selection with Bayesian Partial VAE Chao Ma*, Wenbo Gong*, Sebastian Tschiatschek, Sebastian Nowozin, José Miguel Hernández-Lobato, and Cheng Zhang. Real-world Sequential Decision Making workshop, International Conference on Machine Learning, 2019.

FIT: a Fast and Accurate Framework for Solving Medical Inquiring and Diagnosing Tasks Weijie He, Xiaohao Mao, Chao Ma, José Miguel Hernández-Lobato, and Ting Chen. submitted, 2020

Partial VAE for Hybrid Recommender System Chao Ma*, Wenbo Gong*, José Miguel Hernández-Lobato, Noam Koenigstein, Sebastian Nowozin, and Cheng Zhang. Neural Information Processing Systems Workshop on Bayesian Deep Learning, 2018.

Black-box Stein Divergence Minimization For Learning Latent Variable Models Chao Ma, David Barber. Neural Information Processing Systems Workshop on Advances in Approximate Bayesian Inference, 2017.

A Lyapunov-type inequality for a fractional differential equation with Hadamard derivative Qinghua Ma, Chao Ma, Jinxun Wang. Journal of Mathematical Inequalities, 2017.