Felix Dietrich

8PUBLICATIONS
15CO-AUTHORS
Context learningNatural language processingNeural networksNumerical solution of differential and integral equationsTransport properties and non-equilibrium processes
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Journal

Publications (8)

|Dec 11, 2024
On learning what to learn: Heterogeneous observations of dynamics and establishing possibly causal relations among them.

David W Sroczynski, Felix Dietrich, Eleni D Koronaki

|Jul 18, 2024
Transformations establishing equivalence across neural networks: When have two networks learned the same task?

Tom Bertalan, Felix Dietrich, Ioannis G Kevrekidis

|Jan 29, 2024
Data-driven modelling of brain activity using neural networks, diffusion maps, and the Koopman operator.

Ioannis K Gallos, Daniel Lehmberg, Felix Dietrich

|Mar 01, 2023
Learning effective stochastic differential equations from microscopic simulations: Linking stochastic numerics to deep learning.

Felix Dietrich, Alexei Makeev, George Kevrekidis

|Jan 30, 2023
On the parameter combinations that matter and on those that do not: data-driven studies of parameter (non)identifiability.

Nikolaos Evangelou, Noah J Wichrowski, George A Kevrekidis

|Jun 10, 2022
Learning emergent partial differential equations in a learned emergent space.

Felix P Kemeth, Tom Bertalan, Thomas Thiem

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Frequent Collaborators

4 joint publications

Ioannis G Kevrekidis

2 joint publications

Tom Bertalan

1 joint publications

Seungjoon Lee

1 joint publications

George E Karniadakis