Titlebook: Accelerating Science and Engineering Discoveries Through Integrated Research Infrastructure for Expe; 22nd Smoky Mountains Kothe Doug,Geist

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Role of Astrocytes in the Neurogenic Nichescludes the intelligence to optimize data gradation, pipeline configuration, and compute performance. The work addresses several challenges: prioritizing data to reduce movement, tracking lineage to optimize complex ML pipelines, and enabling reproducibility and portability of data selection and ML m

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Principles of Astrogliopathologyo sample the phase space needed to obtain physical observables as function of temperature. DFT calculations can provide accurate evaluations of the energies, but they are too computationally expensive for routine simulations. To circumvent this problem, machine-learning (ML) based surrogate models h

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https://doi.org/10.1007/978-1-4614-5468-7. These computing-instrument ecosystems are expected to support complex workflows that incorporate remote, automated AI-driven science experiments. Their realization, however, requires various designs to be explored and software components to be developed, in order to support the orchestration of di