Geoffrey Roeder
4 papers · 2017–2021 · 2 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird πΊοΈ Taxonomy Completionist (16) π§ Keyword Pioneer π Interdisciplinary Bridge π Conference Polyglot (2)
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Cross-Pollinator
(12)
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Trend Setter
Conferences
ICML (2)
NIPS (2)
Top co-authors
Keywords
variational inference
(2)
zero-shot learning
(1)
independent component analysis
(1)
energy minimization
(1)
function space
(1)
variance reduction
(1)
independent components analysis
(1)
posterior approximation
(1)
parametric optimization
(1)
reparameterization gradient
(1)
nonlinear representation
(1)
nonlinear dynamical system
(1)
partial differential equation
(1)
variational autoencoder
(1)
gradient estimator
(1)
ordinary differential equation
(1)
evidence lower bound
(1)
potential energy
(1)
surrogate modeling
(1)
linear identifiability
(1)
Papers
On Linear Identifiability of Learned Representations
ICML 2021
Learning Composable Energy Surrogates for PDE Order Reduction
NIPS 2020
Efficient Amortised Bayesian Inference for Hierarchical and Nonlinear Dynamical Systems
ICML 2019
Sticking the Landing: Simple, Lower-Variance Gradient Estimators for Variational Inference
NIPS 2017