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                demands. To break this bottleneck and cut simulation time by orders of magnitude, you will design and implement surrogate models that learn the behavior of full‑physics codes using modern machine‑learning 
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                of mobility networks, estimation of acceptance of mobility policies preparation of publications for submission to top-tier NLP, AI, or traffic engineering venues contribution to teaching and/or local BSc. /MSc 
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                very good English skills high motivation to work in a closely networked, international, and interdisciplinary team experience in working with large data sets is an advantage experience in working with 
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                represent stakeholder preferences. The integrated Research Training Group (RTG) will provide doctoral researchers with an attractive qualification program, foster networking, enable internationalization and 
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                , specialization courses, data management workshops and lab rotations Implementing the FAIR principles of data management throughout the thesis project Organizing the retreats, seminars, and other networking events 
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                interdisciplinary networks alike. The BMC is located on the Martinsried Campus (one of the best scientific locations in Germany) and offers an ideal research infrastructure with close proximity to the LMU University 
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                interdisciplinary networks alike. The BMC is located on the Martinsried Campus (one of the best scientific locations in Germany) and offers an ideal research infrastructure with close proximity to the LMU University 
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                of neural hydrology, where hydrological models are directly learned from data via machine learning (e.g., LSTM neural networks, [1]). Initially, these models ignored all physical background knowledge and did 
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                biogeochemical processes of the coastal ocean and the impact of anthropogenic influences on the natural state. It is located near Hamburg. PhD Position Reference code: 50136009_4 – 2025/KD 2 Commencement date: as 
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                in interdisciplinary networks alike. The Institute of Cardiovascular Physiology and Pathophysiology, headed by Prof. Christian Wahl-Schott, is part of the Biomedical Center (BMC) of the LMU Faculty