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Jules Berman
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Representational dissimilarity metric spaces for stochastic neural networks
LR Duong, J Zhou, J Nassar, J Berman, J Olieslagers, AH Williams
arXiv preprint arXiv:2211.11665, 2022
142022
Randomized sparse neural galerkin schemes for solving evolution equations with deep networks
J Berman, B Peherstorfer
Advances in Neural Information Processing Systems 36, 2024
62024
Nonlinear embeddings for conserving Hamiltonians and other quantities with Neural Galerkin schemes
P Schwerdtner, P Schulze, J Berman, B Peherstorfer
arXiv preprint arXiv:2310.07485, 2023
32023
CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations
J Berman, B Peherstorfer
arXiv preprint arXiv:2402.14646, 2024
22024
Bridging the Gap: Point Clouds for Merging Neurons in Connectomics
J Berman, DB Chklovskii, J Wu
International Conference on Medical Imaging with Deep Learning, 150-159, 2022
12022
Neural Galerkin schemes for sequential-in-time solving of partial differential equations with deep networks
J Berman, P Schwerdtner, B Peherstorfer
Numerical Analysis Meets Machine Learning, 389-418, 2024
2024
Neuronal temporal filters as normal mode extractors
S Golkar, J Berman, D Lipshutz, RM Haret, T Gollisch, DB Chklovskii
Physical Review Research 6 (1), 013111, 2024
2024
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Articles 1–7