Alexander Camuto
8 papers · 2020–2022 · 4 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (15) π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (4) π Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(17)
π
Triple Crown
β‘
Prolific Year
(5)
Conferences
AISTATS (4)
NIPS (2)
ICLR (1)
ICML (1)
Top co-authors
Keywords
variational autoencoder
(4)
adversarial robustness
(3)
stochastic gradient descent
(2)
gaussian noise injection
(2)
kl divergence
(1)
generalization error
(1)
generative model
(1)
probabilistic model
(1)
generalization bound
(1)
latent representation
(1)
dynamical system
(1)
implicit bia
(1)
lipschitz constant
(1)
fourier domain
(1)
robust training
(1)
heavy-tailed noise
(1)
calibrated classifier
(1)
feature disentangling
(1)
invariant measure
(1)
input perturbation
(1)
Papers
Variational Autoencoders: A Harmonic Perspective
AISTATS 2022
Certifiably Robust Variational Autoencoders
AISTATS 2022
Towards a Theoretical Understanding of the Robustness of Variational Autoencoders
AISTATS 2021
Learning Bijective Feature Maps for Linear ICA
AISTATS 2021
Improving VAEs' Robustness to Adversarial Attack
ICLR 2021
Asymmetric Heavy Tails and Implicit Bias in Gaussian Noise Injections
ICML 2021
Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms
NIPS 2021
Explicit Regularisation in Gaussian Noise Injections
NIPS 2020