Alexander Camuto
8 papers · 2020–2022 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🗺️
Taxonomy Completionist
(18)
🐣
Hot Topic Early Bird
👑
Triple Crown
⚡
Prolific Year · Productive
Venues
Top co-authors
Research topics
Keywords
variational autoencoder
(5)
adversarial robustness
(4)
stochastic gradient descent
(2)
gaussian noise injection
(2)
kl divergence
(1)
generalization error
(1)
adversarial attack
(1)
generative model
(1)
probabilistic model
(1)
generalization bound
(1)
latent representation
(1)
dynamical system
(1)
disentangled representation
(1)
implicit bia
(1)
lipschitz constant
(1)
fourier domain
(1)
robust training
(1)
heavy-tailed noise
(1)
calibrated classifier
(1)
feature disentangling
(1)
Papers
Certifiably Robust Variational Autoencoders
AISTATS 2022
Variational Autoencoders: A Harmonic Perspective
AISTATS 2022
Asymmetric Heavy Tails and Implicit Bias in Gaussian Noise Injections
ICML 2021
Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms
NeurIPS 2021
Improving VAEs' Robustness to Adversarial Attack
ICLR 2021
Learning Bijective Feature Maps for Linear ICA
AISTATS 2021
Towards a Theoretical Understanding of the Robustness of Variational Autoencoders
AISTATS 2021
Explicit Regularisation in Gaussian Noise Injections
NeurIPS 2020