4 papers
AIMS: an AI experimentalist turns uncertainty into quantum matter discovery
Siyuan Qiu, Philip D. Suh, Nhat Huy Tran +13
Most AI agents act only after scientists have defined the task. Discovery is harder under practical uncertainties: the probe may not be where it is expected, the signal may occupy…
Skyrmions: A review on materials perspective for future electronic devices
Vineet Kumar Sharma, Alana Okullo, Jalen Garner +7
Recent years have witnessed an enormous rise in research interest in magnetic skyrmions owing to their capability to improve over contemporary spintronic devices. An overview of th…
The emergence of antiferromagnetic correlations and Kondo-like features in a two-band model for infinite-layer nickelates
Fangze Liu, Cheng Peng, Edwin W. Huang +3
We report a determinant quantum Monte Carlo study of a two-band model, inspired by infinite-layer nickelates, focusing on the influence of interlayer hybridization between $3d_{x^2…
Self-Supervised Generative Models for Crystal Structures
Fangze Liu, Zhantao Chen, Tianyi Liu +4
Drawing inspiration from the achievements of natural language processing, we adopt self-supervised learning and utilize an equivariant graph neural network to develop a unified pla…