2 papers
cond-mat.mtrl-sci2025
From Quantum Annealing to Alloy Discovery: Towards Accelerated Design of High-Entropy Alloys
Diego Ibarra-Hoyos, Peter Connors, Ho Jang +6
Data scarcity remains a central challenge in materials discovery, where finding meaningful descriptors and tuning models for generalization is critical but inherently a discrete op…
cond-mat.mtrl-sci2025
Quantum-Annealing Enhanced Machine Learning for Interpretable Phase Classification of High-Entropy Alloys
Diego Ibarra Hoyos, Gia-Wei Chern, Israel Klich +1
High entropy alloys (HEAs) offer unprecedented compositional flexibility for designing advanced materials, yet predicting their crystallographic phases remains a key bottleneck due…