Recommendations for Baselines and Benchmarking Approximate Gaussian Processes

Sparse Convolutions on Lie Groups

Improved Inverse-Free Variational Bounds for Sparse Gaussian Processes

Matrix Inversion free variational inference in Conditional Student's T Processes

Causal Discovery using Marginal Likelihood

Understanding Variational Inference in Function-Space

Closed-form Inference and Prediction in Gaussian Process State-Space Models

Data-Efficient Policy Search using PILCO and Directed-Exploration

Variational Inference for Latent Variable Modelling of Correlation Structure