543 citations · 612 across the 34 of their papers we have counts for
3 papers · 1 filter
Traversing Time with Multi-Resolution Gaussian Process State-Space Models
Krista Longi, Jakob Lindinger, Olaf Duennbier +3
Gaussian Process state-space models capture complex temporal dependencies in a principled manner by placing a Gaussian Process prior on the transition function. These models have a…
Inferring the Structure of Ordinary Differential Equations
Juliane Weilbach, Sebastian Gerwinn, Christian Weilbach +1
Understanding physical phenomena oftentimes means understanding the underlying dynamical system that governs observational measurements. While accurate prediction can be achieved w…
Evidential Turing Processes
Melih Kandemir, Abdullah Akgül, Manuel Haussmann +1
A probabilistic classifier with reliable predictive uncertainties i) fits successfully to the target domain data, ii) provides calibrated class probabilities in difficult regions o…