Berman, Jules

6 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

MIDL 2023 Bridging the Gap: Point Clouds for Merging Neurons in Connectomics Jules Berman, Dmitri B. Chklovskii, Jingpeng Wu

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

ICLR 2023 Representational Dissimilarity Metric Spaces for Stochastic Neural Networks Lyndon Duong, Jingyang Zhou, Josue Nassar, Jules Berman, Jeroen Olieslagers, Alex H Williams