Camuto, Alexander

9 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

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

ICML 2021 Asymmetric Heavy Tails and Implicit Bias in Gaussian Noise Injections Alexander Camuto, Xiaoyu Wang, Lingjiong Zhu, Chris Holmes, Mert Gurbuzbalaban, Umut Simsekli

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

NeurIPS 2021 Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms Alexander Camuto, George Deligiannidis, Murat A Erdogdu, Mert Gurbuzbalaban, Umut Simsekli, Lingjiong Zhu

ICLR 2021 Improving VAEs' Robustness to Adversarial Attack Matthew JF Willetts, Alexander Camuto, Tom Rainforth, S Roberts, Christopher C Holmes

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