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) Experience with modern deep learning frameworks (e.g., PyTorch, JAX, TensorFlow) Background in at least one of the following: graph learning, scientific computing, surrogate modeling, or ML theory Interest in
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interactions and encoding control in space and time. The nuclear envelope exemplifies this principle. Far from a static shell, it is an intelligent boundary—an adaptive interface, not in a cognitive sense, but
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