Katharina Ensinger
4 papers · 2023–2026 · 1 venue · across top CS/AI venues
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Achievements
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(15)
Venues
Top co-authors
Research topics
Machine Learning
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Core AI
(2)
Optimization & Theory · Machine Learning
(2)
Mathematics & Optimization
(1)
Robotics
(1)
Bayesian & Probabilistic
(1)
Capabilities
(1)
Core Methods
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Optimization
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
dynamical system
(4)
gaussian process
(2)
recurrent neural network
(2)
exact inference
(1)
continuous time
(1)
recurrent model
(1)
frequency domain
(1)
long-term prediction
(1)
hybrid modeling
(1)
latent state
(1)
continuous-time dynamics
(1)
black-box simulator
(1)
numerical integrator
(1)
dynamics model learning
(1)
dynamical system modeling
(1)
physics-based simulation
(1)
complementary filter
(1)
short-term prediction
(1)
irregular time step
(1)
structure learning
(1)
Papers
Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis
AAAI 2026
Exact Inference for Continuous-Time Gaussian Process Dynamics
AAAI 2024
Learning Hybrid Dynamics Models with Simulator-Informed Latent States
AAAI 2024
Combining Slow and Fast: Complementary Filtering for Dynamics Learning
AAAI 2023