Markus Lange-Hegermann
6 papers · 2018–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (7) π§ Keyword Pioneer π Conference Polyglot (4) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (15)
π
Cross-Pollinator
(13)
π₯
Unstoppable
(5)
Conferences
AISTATS (2)
NIPS (2)
ICML (1)
L4DC (1)
Top co-authors
Keywords
gaussian process
(5)
partial differential equation
(2)
bayesian inference
(2)
system identification
(1)
sparse approximation
(1)
linear constraint
(1)
spectral method
(1)
inductive bia
(1)
physics-informed learning
(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)
ehrenpreis-palamodov principle
(1)
computer algebra
(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
NIPS 2022
Linearly Constrained Gaussian Processes with Boundary Conditions
AISTATS 2021
Algorithmic Linearly Constrained Gaussian Processes
NIPS 2018