methods and tools Neuromancer SciML library Developing novel scientific machine learning (SciML) methods and user-friendly software library in Pytorch. Decision and Control of Complex Systems Developing scientific machine learning methods for modeling and control of complex systems. applications SciML for buildings Developing differentiable predictive control (DPC) as a market-ready technology for energy-efficient building control. SciML for power systems Developing Scientific Machine Learning (SciML) methods for power system applications. SciML for robotics Developing Scientific Machine Learning (SciML) methods for robotics applications.