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Zequn He
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PaperNonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentialsAuthorship / preprint / 2026Vojtěch VotrubaCo-authorship / ResearcherCelia ReinaCo-authorship / ResearcherWeilun QiuCo-authorship / ResearcherMichal PavelkaCo-authorship / ResearcherTopicphysics.comp-phWorks on / 4125 worksTopicMachine LearningWorks on / 49008 worksPaperVariational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEsAuthorship / preprint / 2021