Peherstorfer, Benjamin

5 publications

NeurIPS 2025 Hankel Singular Value Regularization for Highly Compressible State Space Models Paul Schwerdtner, Jules Berman, Benjamin Peherstorfer

ICML 2024 CoLoRA: Continuous Low-Rank Adaptation for Reduced Implicit Neural Modeling of Parameterized Partial Differential Equations Jules Berman, Benjamin Peherstorfer

NeurIPS 2024 Parametric Model Reduction of Mean-Field and Stochastic Systems via Higher-Order Action Matching Jules Berman, Tobias Blickhan, Benjamin Peherstorfer

ICML 2023 Multi-Fidelity Covariance Estimation in the Log-Euclidean Geometry Aimee Maurais, Terrence Alsup, Benjamin Peherstorfer, Youssef Marzouk

NeurIPS 2023 Randomized Sparse Neural Galerkin Schemes for Solving Evolution Equations with Deep Networks Jules Berman, Benjamin Peherstorfer