3 papers
cs.LG2025
Self-supervised and Multi-fidelity Learning for Extended Predictive Soil Spectroscopy
Luning Sun, José L. Safanelli, Jonathan Sanderman +6
We propose a self-supervised machine learning (SSML) framework for multi-fidelity learning and extended predictive soil spectroscopy based on latent space embeddings. A self-superv…
cond-mat.mtrl-sci2025
Scalable Autoregressive Deep Surrogates for Dendritic Microstructure Dynamics
Kaihua Ji, Luning Sun, Shusen Liu +2
Microstructural pattern formation, such as dendrite growth, occurs widely in materials and energy systems, significantly influencing material properties and functional performance.…
cs.CE2025
Interpreting CFD Surrogates through Sparse Autoencoders
Yeping Hu, Shusen Liu
Learning-based surrogate models have become a practical alternative to high-fidelity CFD solvers, but their latent representations remain opaque and hinder adoption in safety-criti…