Matthew Willetts
7 papers · 2020–2022 · 2 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓
π
Conference Polyglot
(2)
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(17)
π§
Keyword Pioneer
π
Cross-Pollinator
(14)
Conferences
AISTATS (4)
NIPS (3)
Top co-authors
Keywords
variational autoencoder
(5)
adversarial robustness
(3)
unsupervised learning
(2)
kl divergence
(1)
u-net architecture
(1)
diffusion process
(1)
wavelet basis
(1)
generative model
(1)
probabilistic model
(1)
latent representation
(1)
latent variable
(1)
disentangled representation
(1)
lipschitz constant
(1)
fourier domain
(1)
multi-resolution analysis
(1)
robust training
(1)
calibrated classifier
(1)
feature disentangling
(1)
input perturbation
(1)
gaussian noise injection
(1)
Papers
Variational Autoencoders: A Harmonic Perspective
AISTATS 2022
A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs
NIPS 2022
Certifiably Robust Variational Autoencoders
AISTATS 2022
Towards a Theoretical Understanding of the Robustness of Variational Autoencoders
AISTATS 2021
Multi-Facet Clustering Variational Autoencoders
NIPS 2021
Learning Bijective Feature Maps for Linear ICA
AISTATS 2021
Explicit Regularisation in Gaussian Noise Injections
NIPS 2020