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Field
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and Sobolev-type spaces (with Hytönen and/or Korte), Conformal deformations of metric measure spaces and/or general regularity and convergence for graph-based machine learning using stochastic game
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equipment for biochemical, cellular and molecular biology experiments: centrifuges, spectrophotometer, electrophoresis, imaging equipment, etc. Excel spreadsheets, Word processing software, and graphing and
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classes and their roles in scientific applications, such as deep neural networks (DNNs), convolutional neural networks (CNNs), transformer models, and graph-based neural networks. Familiarity with software
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scientific writing skills. Design and performance of experiments, creating graphs, knowledge of statistics, interpretation and dissemination of data. 3-years of mentorship of junior technicians and trainees
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conclude on December 31st 2029. The goal of this research effort is to apply machine learning (ML) techniques, in particular (equivariant) graph neural networks to accelerate the creation of all physical
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mitigate hallucination, misinformation, or bias in LLM-generated responses ・Leverage structured knowledge (e.g., graphs) and symbolic reasoning to enhance model robustness and interpretability ・Collaborate
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, Optimization, and AI • ML/AI for mobility prediction and optimization • Graph algorithms, network science • Spatiotemporal modeling • Operational research for mobility and infrastructure • Real-World Practice
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. Demonstrated experience with electrophysiology data analysis (human or animal). Experience in graphing, statistical analysis and data management skills. Certifications/Licenses Required Knowledge, Skills, and
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management and collection, causal inference, network analysis, graph theory, visualizations, and online tool development. Experience in conducting online controlled experiments is also desired, but not
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, or materials informatics. Familiarity with explainable AI or counterfactual explanation methods. Experience with molecular dynamics data, graph neural networks, or multi-component system modelling. Track record