3 papers
physics.optics2025
Inverse Design of Metamaterials with Manufacturing-Guiding Spectrum-to-Structure Conditional Diffusion Model
Jiawen Li, Jiang Guo, Yuanzhe Li +9
Metamaterials are artificially engineered structures that manipulate electromagnetic waves, having optical properties absent in natural materials. Recently, machine learning for th…
cond-mat.mtrl-sci2025
CRYSIM: Prediction of Symmetric Structures of Large Crystals with GPU-based Ising Machines
Chen Liang, Diptesh Das, Jiang Guo +3
Solving black-box optimization problems with Ising machines is increasingly common in materials science. However, their application to crystal structure prediction (CSP) is still i…
cs.LG2024
Preference-Optimized Pareto Set Learning for Blackbox Optimization
Zhang Haishan, Diptesh Das, Koji Tsuda
Multi-Objective Optimization (MOO) is an important problem in real-world applications. However, for a non-trivial problem, no single solution exists that can optimize all the objec…