11 citations · 28 across the 12 of their papers we have counts for
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cs.LG2022★ 6 cited
torchode: A Parallel ODE Solver for PyTorch
Marten Lienen, Stephan Günnemann
We introduce an ODE solver for the PyTorch ecosystem that can solve multiple ODEs in parallel independently from each other while achieving significant performance gains. Our imple…
cs.LG2022★ 11 cited
Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks
Marten Lienen, Stephan Günnemann
We propose a new method for spatio-temporal forecasting on arbitrarily distributed points. Assuming that the observed system follows an unknown partial differential equation, we de…