Publications by authors named "Tom Bertalan"

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Integration of Bayesian optimization and solution thermodynamics to optimize media design for mammalian biomanufacturing.
Nelson Ndahiro, Edward Ma, Tom Bertalan, Marc Donohue, Yannis Kevrekidis

iScience· August 2025

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Transformations establishing equivalence across neural networks: When have two networks learned the same task?
Tom Bertalan, Felix Dietrich, Ioannis G Kevrekidis

Chaos· July 2024

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Learning effective stochastic differential equations from microscopic simulations: Linking stochastic numerics to deep learning.
Felix Dietrich, Alexei Makeev, George Kevrekidis, Nikolaos Evangelou, Tom Bertalan

Chaos· February 2023

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Learning emergent partial differential equations in a learned emergent space.
Felix P Kemeth, Tom Bertalan, Thomas Thiem, Felix Dietrich, Sung Joon Moon

Nat Commun· June 2022

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Initializing LSTM internal states via manifold learning.
Felix P Kemeth, Tom Bertalan, Nikolaos Evangelou, Tianqi Cui, Saurabh Malani

Chaos· September 2021

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Global and local reduced models for interacting, heterogeneous agents.
Thomas N Thiem, Felix P Kemeth, Tom Bertalan, Carlo R Laing, Ioannis G Kevrekidis

Chaos· July 2021

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Local conformal autoencoder for standardized data coordinates.
Erez Peterfreund, Ofir Lindenbaum, Felix Dietrich, Tom Bertalan, Matan Gavish

Proc Natl Acad Sci U S A· December 2020

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Emergent Spaces for Coupled Oscillators.
Thomas N Thiem, Mahdi Kooshkbaghi, Tom Bertalan, Carlo R Laing, Ioannis G Kevrekidis

Front Comput Neurosci· May 2020

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On learning Hamiltonian systems from data.
Tom Bertalan, Felix Dietrich, Igor Mezić, Ioannis G Kevrekidis

Chaos· December 2019

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An Emergent Space for Distributed Data with Hidden Internal Order through Manifold Learning.
Felix P Kemeth, Sindre W Haugland, Felix Dietrich, Tom Bertalan, Kevin Höhlein

IEEE Access· November 2018

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Coarse-Grained Descriptions of Dynamics for Networks with Both Intrinsic and Structural Heterogeneities.
Tom Bertalan, Yan Wu, Carlo Laing, C William Gear, Ioannis G Kevrekidis

Front Comput Neurosci· June 2017

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