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20232026
most citedCoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations

3 citations · 5 across the 8 of their papers we have counts for

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cs.LG2025

Hankel Singular Value Regularization for Highly Compressible State Space Models

Paul Schwerdtner, Jules Berman, Benjamin Peherstorfer

Deep neural networks using state space models as layers are well suited for long-range sequence tasks but can be challenging to compress after training. We use that regularizing th…

cs.LG2025

DICE: Discrete inverse continuity equation for learning population dynamics

Tobias Blickhan, Jules Berman, Andrew Stuart +1

We introduce the Discrete Inverse Continuity Equation (DICE) method, a generative modeling approach that learns the evolution of a stochastic process from given sample populations…