3 citations · 4 across the 2 of their papers we have counts for
2 papers
cs.LG2024★ 1 cited
CODES: Benchmarking Coupled ODE Surrogates
Robin Janssen, Immanuel Sulzer, Tobias Buck
We introduce CODES, a benchmark for comprehensive evaluation of surrogate architectures for coupled ODE systems. Besides standard metrics like mean squared error (MSE) and inferenc…
astro-ph.GA2023★ 3 cited
Speeding up astrochemical reaction networks with autoencoders and neural ODEs
Immanuel Sulzer, Tobias Buck
In astrophysics, solving complex chemical reaction networks is essential but computationally demanding due to the high dimensionality and stiffness of the ODE systems. Traditional…