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1. PIMILab/DataDrivenParticleDynamics PIMILab/DataDrivenParticleDynamics Public

   Code for the paper "Data-driven particle dynamics: Structure-preserving coarse-graining for emergent behavior in non-equilibrium systems".

   Python 8 2

2. ThermodynamicsGNN ThermodynamicsGNN Public

   Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).

   Python 103 18

3. StructurePreservingNN StructurePreservingNN Public

   Code for the paper "Structure-preserving neural networks" published in Journal of Computational Physics (JCP).

   Python 19 3

4. DeepLearningMOR DeepLearningMOR Public

   Code for the paper "Deep learning of thermodynamics-aware reduced-order models from data" published in Computer Methods in Applied Mechanics and Engineering (CMAME).

   Python 14 2