Nathanael Bosch
10 papers · 2020–2025 · 6 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (17) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze
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Topic Evolution
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Conference Pioneer
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Unstoppable · Bronze
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Century Club · Bronze
Top co-authors
Research topics
Artificial Intelligence
(8)
Machine Learning
(8)
Mathematics & Optimization
(7)
Optimization & Theory
(7)
Bayesian & Probabilistic · Artificial Intelligence
(6)
Mathematics
(4)
Optimization
(4)
Probability
(3)
Bayesian & Probabilistic · Machine Learning
(2)
Core AI
(2)
Data Science & Analytics
(1)
Deep Learning
(1)
Learning Paradigms
(1)
Methods
(1)
Models
(1)
Keywords
ordinary differential equation
(7)
probabilistic numerics
(4)
probabilistic numerical method
(3)
uncertainty quantification
(3)
bayesian inference
(3)
parameter estimation
(2)
time series forecasting
(1)
gradient-based optimization
(1)
transfer learning
(1)
gaussian process
(1)
parallel computing
(1)
optimal control
(1)
differential equation
(1)
numerical integration
(1)
hyperparameter estimation
(1)
uncertainty estimation
(1)
adaptive step size
(1)
posterior distribution
(1)
ensemble model
(1)
dynamical system
(1)
Papers
Multi-layer Stack Ensembles for Time Series Forecasting
AutoML 2025
Diffusion Tempering Improves Parameter Estimation with Probabilistic Integrators for Ordinary Differential Equations
ICML 2024
Parallel-in-Time Probabilistic Numerical ODE Solvers
JMLR 2024
Probabilistic ODE solvers for integration error-aware numerical optimal control
L4DC 2024
Probabilistic Exponential Integrators
NeurIPS 2023
Fenrir: Physics-Enhanced Regression for Initial Value Problems
ICML 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers
AISTATS 2022
Probabilistic ODE Solutions in Millions of Dimensions
ICML 2022
Calibrated Adaptive Probabilistic ODE Solvers
AISTATS 2021
Planning from Images with Deep Latent Gaussian Process Dynamics
L4DC 2020