Serial femtosecond X-ray crystallography has emerged as a powerful method for
investigating biomolecular structure and dynamics. With the new generation of X-ray free …

With the introduction of x-ray free electron laser sources around the world, new scientific
approaches for visualizing matter at fundamental length and time-scales have become …

Van der Waals (vdW) magnetic materials are comprised of layers of atomically thin sheets,
making them ideal platforms for studying magnetism at the two-dimensional (2D) limit. These …

Advanced experimental measurements are crucial for driving theoretical developments and
unveiling novel phenomena in condensed matter and materials physics, which often suffer …

In this work, we investigate the fundamental trade-off regarding accuracy and parameter
efficiency in the parameterization of neural network weights using predictor networks. We …

Scattering measurements using electrons, neutrons, or photons are essential for obtaining
microscopic insights into materials. However, limited facility availability and high …

The study of phonon dynamics is pivotal for understanding material properties, yet it faces
challenges due to the irreversible information loss inherent in powder inelastic neutron …

The rapid growth of large models' size has far outpaced that of GPU memory. To bridge this
gap, inspired by the succinct relationship between genotype and phenotype, we turn the …

Advanced experimental measurements are crucial for driving theoretical developments and
unveiling novel phenomena in condensed matter and material physics, which often suffer …

This dissertation addresses the need to accelerate materials discovery, particularly within
the context of advanced scattering facilities. The complexity of materials discovery arises …