Thomas Beckers
6 papers · 2020–2025 · 1 conference · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (11) π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Academic Marathon (5)
π
Cross-Pollinator
(15)
π
Renaissance Researcher
(5)
π
Conference Pioneer
Conferences
L4DC (6)
Top co-authors
Keywords
gaussian process
(4)
active learning
(1)
uncertainty quantification
(1)
model predictive control
(1)
stability analysis
(1)
model uncertainty
(1)
state space model
(1)
partial differential equation
(1)
variational autoencoder
(1)
latent dynamics
(1)
linear dynamical system
(1)
nonlinear system
(1)
physics prior
(1)
learning-based control
(1)
control performance
(1)
physics-constrained learning
(1)
soft robotics
(1)
port-hamiltonian model
(1)
model uncertainty quantification
(1)
information theory
(1)
Papers
NAPI-MPC: Neural Accelerated Physics-Informed MPC for Nonlinear PDE Systems
L4DC 2025
Physics-constrained learning of PDE systems with uncertainty quantified port-Hamiltonian models
L4DC 2024
Physics-enhanced Gaussian Process Variational Autoencoder
L4DC 2023
The Impact of Data on the Stability of Learning-Based Control
L4DC 2021
Smart Forgetting for Safe Online Learning with Gaussian Processes
L4DC 2020
Localized active learning of Gaussian process state space models
L4DC 2020