Marvin Pförtner
6 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(9)
Conferences
NIPS (3)
AISTATS (2)
ICML (1)
Top co-authors
Keywords
laplace approximation
(2)
variational inference
(2)
uncertainty quantification
(1)
epistemic uncertainty
(1)
gaussian process
(1)
diffusion process
(1)
variance reduction
(1)
posterior covariance
(1)
approximation error
(1)
posterior approximation
(1)
gaussian process prior
(1)
bayesian neural network
(1)
function space prior
(1)
bayesian deep learning
(1)
approximate inference
(1)
reparameterization invariance
(1)
bayesian inference
(1)
Papers
Computation-Aware Kalman Filtering and Smoothing
AISTATS 2025
Flexible and Efficient Probabilistic PDE Solvers through Gaussian Markov Random Fields
AISTATS 2025
Linearization Turns Neural Operators into Function-Valued Gaussian Processes
ICML 2025
Reparameterization invariance in approximate Bayesian inference
NIPS 2024
FSP-Laplace: Function-Space Priors for the Laplace Approximation in Bayesian Deep Learning
NIPS 2024
Posterior and Computational Uncertainty in Gaussian Processes
NIPS 2022