Research

. Scalable Gradients for Stochastic Differential Equations. In submission. Short version accepted for spotlight presentation at 2nd Symposium on AABI, 2019.

. Stochastic Runge-Kutta Accelerates Langevin Monte Carlo and Beyond. Advances in Neural Information Processing Systems (NeurIPS), 2019.

PDF Spotlight

. The idemetric property: when most distances are (almost) the same. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2019.

PDF

. Isolating Sources of Disentanglement in Variational Autoencoders. Advances in Neural Information Processing Systems (NeurIPS), 2018.

PDF Oral

. Inference Suboptimality in Variational Autoencoders. International Conference on Machine Learning (ICML), 2018.

Preprint