Willetts, Matthew

8 publications

AISTATS 2022 Certifiably Robust Variational Autoencoders Ben Barrett, Alexander Camuto, Matthew Willetts, Tom Rainforth

AISTATS 2022 Variational Autoencoders: A Harmonic Perspective Alexander Camuto, Matthew Willetts

NeurIPS 2022 A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs Fabian Falck, Christopher K. I. Williams, Dominic Danks, George Deligiannidis, Christopher Yau, Chris C Holmes, Arnaud Doucet, Matthew Willetts

AISTATS 2021 Learning Bijective Feature Maps for Linear ICA Alexander Camuto, Matthew Willetts, Chris Holmes, Brooks Paige, Stephen Roberts

AISTATS 2021 Towards a Theoretical Understanding of the Robustness of Variational Autoencoders Alexander Camuto, Matthew Willetts, Stephen Roberts, Chris Holmes, Tom Rainforth

NeurIPSW 2021 Certifiably Robust Variational Autoencoders Ben Barrett, Alexander Camuto, Matthew Willetts, Tom Rainforth

NeurIPS 2021 Multi-Facet Clustering Variational Autoencoders Fabian Falck, Haoting Zhang, Matthew Willetts, George Nicholson, Christopher Yau, Chris C Holmes

NeurIPS 2020 Explicit Regularisation in Gaussian Noise Injections Alexander Camuto, Matthew Willetts, Umut Simsekli, Stephen J. Roberts, Chris C Holmes