XFEL SASE pulses can enhance time-dependent observables
X-ray free electron lasers (XFELs) have emerged as powerful sources of short and intense x-
ray pulses. We propose a simple and robust procedure which takes advantage of the …
ray pulses. We propose a simple and robust procedure which takes advantage of the …
Towards efficient and accurate input for data-driven materials science from large-scale all-electron density functional theory (DFT) simulations
Science is and always has been based on data, but the terms' data-centric'and the'4th
paradigm'of materials research indicate a radical change in how information is retrieved …
paradigm'of materials research indicate a radical change in how information is retrieved …
EdgeAI: Machine learning via direct attached accelerator for streaming data processing at high shot rate x-ray free-electron lasers
We present a case for low batch-size inference with the potential for adaptive training of a
lean encoder model. We do so in the context of a paradigmatic example of machine learning …
lean encoder model. We do so in the context of a paradigmatic example of machine learning …
[PDF][PDF] 3.5: Synthetic Hamilton Matrices for Deep Learning
Training of Deep Learning (DL) models requires a large amount of data in the first place and
the data set must be sufficiently diverse for the network to be transferable such that it …
the data set must be sufficiently diverse for the network to be transferable such that it …