Babak Shahbaba
7 papers · 2009–2024 · 4 venues · across top CS/AI venues
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Achievements
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🏃 Academic Marathon · Full 🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge · Bronze 🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (21)
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Topic Evolution
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Keyword Pioneer
Venues
Top co-authors
Research topics
Machine Learning
(7)
Optimization & Theory
(5)
Bayesian & Probabilistic · Machine Learning
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Mathematics & Optimization
(2)
Architectures
(2)
Bayesian & Probabilistic · Artificial Intelligence
(2)
Core Methods
(2)
Models
(2)
Healthcare & Medicine
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Mathematics
(1)
Optimization
(1)
Keywords
gaussian process
(2)
representation learning
(2)
bayesian inference
(2)
markov chain monte carlo
(2)
bayesian nonparametrics
(2)
bayesian learning
(1)
variational inference
(1)
dirichlet process
(1)
probabilistic inference
(1)
riemannian geometry
(1)
brain connectivity
(1)
topic modeling
(1)
multimodal learning
(1)
latent dirichlet allocation
(1)
distributed inference
(1)
sparse approximation
(1)
density estimation
(1)
nonparametric density estimation
(1)
nonparametric bayesian
(1)
stochastic gradient
(1)
Papers
Unity by Diversity: Improved Representation Learning for Multimodal VAEs
NeurIPS 2024
Fully Bayesian Autoencoders with Latent Sparse Gaussian Processes
ICML 2023
Nonparametric Fisher Geometry with Application to Density Estimation
UAI 2020
Modeling Dynamic Functional Connectivity with Latent Factor Gaussian Processes
NeurIPS 2019
Distributed Stochastic Gradient MCMC
ICML 2014
Spherical Hamiltonian Monte Carlo for Constrained Target Distributions
ICML 2014
Nonlinear Models Using Dirichlet Process Mixtures
JMLR 2009