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George Karniadakis
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George Karniadakis13 visible / 13 total nodes / 25 links

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Related contextCo-authorshipWorks onWorks onWorks onAuthorshipWorks onAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalAuthorshipAuthorshipAuthorshipGeorge KarniadakisAGeorge KarniadakisResearcherProposal-Guided Greedy Surrogate Refinement for PDE-Driven High-Dimensional Rare-Event EstimationWProposal-Guided Greedy ...preprint / 2026Zhiwei GaoAZhiwei GaoResearchermath.NATmath.NA6807 worksMachine LearningTMachine Learning49008 worksDeep Multi-fidelity Gaussian ProcessesWDeep Multi-fidelity Gau...preprint / 2016A physics-informed variational DeepONet for predicting the crack path in brittle materialsWA physics-informed vari...preprint / 2021Learning functionals via LSTM neural networks for predicting vessel dynamics in extreme sea statesWLearning functionals vi...preprint / 2019Nonlinear parametrization solver for fractional Burgers equationsWNonlinear parametrizati...preprint / 2026Systematic parameter inference in stochastic mesoscopic modelingWSystematic parameter in...preprint / 2016Theory and simulation of electrokinetic fluctuations in electrolyte solutions at the mesoscaleWTheory and simulation o...preprint / 2021Machine Learning in Heterogeneous Porous MaterialsWMachine Learning in Het...preprint / 2022Multiscale modeling meets machine learning: What can we learn?WMultiscale modeling mee...preprint / 2020
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George Karniadakis

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PaperProposal-Guided Greedy Surrogate Refinement for PDE-Driven High-Dimensional Rare-Event EstimationAuthorship / preprint / 2026PersonZhiwei GaoCo-authorship / ResearcherTopicmath.NAWorks on / 6807 worksTopicMachine LearningWorks on / 49008 worksPaperDeep Multi-fidelity Gaussian ProcessesAuthorship / preprint / 2016PaperA physics-informed variational DeepONet for predicting the crack path in brittle materialsAuthorship / preprint / 2021PaperLearning functionals via LSTM neural networks for predicting vessel dynamics in extreme sea statesAuthorship / preprint / 2019PaperNonlinear parametrization solver for fractional Burgers equationsAuthorship / preprint / 2026

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