Pförtner, Marvin

1. Physics-Informed Gaussian Process Regression Generalizes Linear PDE Solvers
   2022/12/23 by Marvin Pförtner, Pförtner, Marvin, Ingo Steinwart +5 · 11 citations
   Computer Science · Physics and Astronomy · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA)
2. FSP-Laplace: Function-Space Priors for the Laplace Approximation in Bayesian Deep Learning
   2024/07/18 by Tristan Cinquin, Marvin Pförtner, Cinquin, Tristan +7 · 1 voice · 2 citations
   Computer Science · #Bayesian Methods and Mixture Models #Gaussian Processes and Bayesian Inference #cs.AI #cs.LG
3. Linearization Turns Neural Operators into Function-Valued Gaussian Processes
   2024/06/07 by Emilia Magnani, Magnani, Emilia, Marvin Pförtner +5 · 2 citations
   Computer Science · #FOS: Computer and information sciences #G.1.0 #G.1.8 #G.3 #I.2.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
4. Reparameterization invariance in approximate Bayesian inference
   2024/06/05 by Roy, Hrittik, Miani, Marco, Ek, Carl Henrik +4 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Sample Path Regularity of Gaussian Processes from the Covariance Kernel
   2023/12/22 by Da Costa, Nathaël, Pförtner, Marvin, Da Costa, Lancelot +1 · 1 citation
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Probability (math.PR) #Statistics Theory (math.ST)
6. Computation-Aware Kalman Filtering and Smoothing
   2024/05/14 by Marvin Pförtner, Pförtner, Marvin, Jonathan Wenger +5 · 1 citation
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Inertial Sensor and Navigation #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Target Tracking and Data Fusion in Sensor Networks