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laws and symmetries into architectures like neural operators, physics-informed neural networks (PINNs), and graph-based solvers, the project aims to accelerate simulations in areas including protein
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, lipid metabolism, and gene regulation. We investigate: Lipid metabolism of the nuclear envelope Nuclear pore complex architecture Chromatin-associated signaling pathways As one of our model systems, we
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