Jules Berman

Joined

December 2021

Names

Jules Berman (Preferred)

Emails

****@flatironinstitute.org (Confirmed)

****@nyu.edu (Confirmed)

Personal Links

Google Scholar

DBLP

Career & Education History

PhD student

New York University (nyu.edu)

2022 – 2025

Researcher

Flatiron Institute (flatironinstitute.org)

2021 – 2022

Advisors, Relations & Conflicts

PhD Advisor

Benjamin Peherstorfer

2022 – 2025

Expertise

Deep Learning

Present

Numerical Methods

Present

PDEs

Present

Publications

Hankel Singular Value Regularization for Highly Compressible State Space Models
Paul Schwerdtner, Jules Berman, Benjamin Peherstorfer
- NeurIPS 2025 poster
- Readers: Everyone
Parametric model reduction of mean-field and stochastic systems via higher-order action matching
Jules Berman, Tobias Blickhan, Benjamin Peherstorfer
- NeurIPS 2024 poster
- Readers: Everyone
CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations
Jules Berman, Benjamin Peherstorfer
- ICML 2024 Poster
- Readers: Everyone
CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations
Jules Berman, Benjamin Peherstorfer
- ICML 2024
- Readers: Everyone
Neuronal Temporal Filters as Normal Mode Extractors
Siavash Golkar, Jules Berman, David Lipshutz, Robert Mihai Haret, Tim Gollisch, Dmitri B. Chklovskii
- CoRR 2024
- Readers: Everyone
Randomized Sparse Neural Galerkin Schemes for Solving Evolution Equations with Deep Networks
Jules Berman, Benjamin Peherstorfer
- NeurIPS 2023 spotlight
- Readers: Everyone
Nonlinear embeddings for conserving Hamiltonians and other quantities with Neural Galerkin schemes
Paul Schwerdtner, Philipp Schulze, Jules Berman, Benjamin Peherstorfer
- CoRR 2023
- Readers: Everyone
Representational Dissimilarity Metric Spaces for Stochastic Neural Networks
Lyndon R. Duong, Jingyang Zhou, Josue Nassar, Jules Berman, Jeroen Olieslagers, Alex H. Williams
- ICLR 2023
- Readers: Everyone
Randomized Sparse Neural Galerkin Schemes for Solving Evolution Equations with Deep Networks
Jules Berman, Benjamin Peherstorfer
- NeurIPS 2023
- Readers: Everyone
Representational Dissimilarity Metric Spaces for Stochastic Neural Networks
Lyndon Duong, Jingyang Zhou, Josue Nassar, Jules Berman, Jeroen Olieslagers, Alex H Williams
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- ICLR 2023 poster
- Readers: Everyone

View all 13 publications

Jules Berman

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors