Markus Lange-Hegermann
6 papers · 2018–2025 · 4 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓
🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(17)
🔥
Unstoppable · Bronze
Venues
Top co-authors
Research topics
Artificial Intelligence
(5)
Bayesian & Probabilistic · Artificial Intelligence
(5)
Machine Learning
(4)
Bayesian & Probabilistic · Machine Learning
(4)
Optimization & Theory
(4)
Mathematics & Optimization
(3)
Core Methods
(3)
Mathematics
(3)
Robotics
(1)
Learning Types
(1)
Optimization
(1)
Systems
(1)
Keywords
gaussian process
(6)
bayesian inference
(3)
partial differential equation
(2)
physics-informed learning
(2)
optimal control
(1)
system identification
(1)
sparse approximation
(1)
linear constraint
(1)
spectral method
(1)
inductive bia
(1)
uncertainty estimation
(1)
boundary condition
(1)
linear system
(1)
differential equation
(1)
ordinary differential equation
(1)
safe active learning
(1)
safety bound
(1)
covariance function
(1)
safe exploration
(1)
linear time-invariant system
(1)
Papers
Physics-informed Gaussian Processes as Linear Model Predictive Controller
L4DC 2025
Efficiently Computable Safety Bounds for Gaussian Processes in Active Learning
AISTATS 2024
Gaussian Process Priors for Systems of Linear Partial Differential Equations with Constant Coefficients
ICML 2023
Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations
NeurIPS 2022
Linearly Constrained Gaussian Processes with Boundary Conditions
AISTATS 2021
Algorithmic Linearly Constrained Gaussian Processes
NeurIPS 2018