Kaspar Märtens
5 papers · 2019–2023 · 3 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(14)
🌉
Interdisciplinary Bridge
🗺️
Taxonomy Completionist
(11)
Conferences
AISTATS (3)
ICML (1)
NIPS (1)
Top co-authors
Keywords
dimensionality reduction
(3)
variational autoencoder
(2)
bayesian inference
(1)
feature clustering
(1)
gaussian process
(1)
markov chain
(1)
stochastic process
(1)
gibbs sampler
(1)
disease progression
(1)
latent variable model
(1)
latent representation
(1)
latent variable
(1)
factorial hidden markov model
(1)
markov process
(1)
translation invariance
(1)
variance decomposition
(1)
functional anovum
(1)
functional representation
(1)
kernel decomposition
(1)
neural process
(1)
Papers
Deep Stochastic Processes via Functional Markov Transition Operators
NIPS 2023
Neural Decomposition: Functional ANOVA with Variational Autoencoders
AISTATS 2020
BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders
AISTATS 2020
Augmented Ensemble MCMC sampling in Factorial Hidden Markov Models
AISTATS 2019
Decomposing feature-level variation with Covariate Gaussian Process Latent Variable Models
ICML 2019