output
20122025
most citedRecent Advances and Applications of Deep Learning Methods in Materials Science

1.2k citations

63 papers

physics.ins-det2025★ 5 cited

Demonstration of a 1820 channel multiplexer for transition-edge sensor bolometers

J. C. Groh, Z. Ahmed, J. Austermann +16

The scalability of most transition-edge sensor arrays is limited by the multiplexing technology which combines their signals over a reduced number of wires and amplifiers. In this…

cond-mat.mtrl-sci2025★ 5 cited

Lean CNNs for mapping electron charge density fields to material properties

Pranoy Ray, Kamal Choudhury, Surya R. Kalidindi

This work introduces a lean CNN (convolutional neural network) framework, with a drastically reduced number of fittable parameters (<81K) compared to the benchmarks in current lite…

cond-mat.mtrl-sci2023★ 6 cited

Single-Phase L1-Ordered High Entropy Thin Films with High Magnetic Anisotropy

Willie B. Beeson, Dinesh Bista, Huairuo Zhang +4

The vast high entropy alloy (HEA) composition space is promising for discovery of new material phases with unique properties. We explore the potential to achieve rare-earth-free hi…

physics.optics2023★ 15 cited

Bound-state-in-continuum guided modes in a multilayer electro-optically active photonic integrated circuit platform

Kyunghun Han, Thomas W. LeBrun, Vladimir A. Aksyuk

Bound states in the continuum (BICs) are localized states existing within a continuous spectrum of delocalized waves. Emerging multilayer photonic integrated circuit (PIC) platform…

physics.optics2023★ 16 cited

Low-power, agile electro-optic frequency comb spectrometer for integrated sensors

Kyunghun Han, David A. Long, Sean M. Bresler +7

Sensing platforms based upon photonic integrated circuits have shown considerable promise; however, they require corresponding advancements in integrated optical readout technologi…

cond-mat.mes-hall2023★ 17 cited

Giant Hall Switching by Surface-State-Mediated Spin-Orbit Torque in a Hard Ferromagnetic Topological Insulator

Lixuan Tai, Haoran He, Su Kong Chong +17

Topological insulators (TI) and magnetic topological insulators (MTI) can apply highly efficient spin-orbit torque (SOT) and manipulate the magnetization with their unique topologi…