4 citations · 4 across the 4 of their papers we have counts for
4 papers
UNATE: UNsupervised ATomic Embedding for crystal structures property prediction
Laura Solà-Garcia, Àlex Solé, Javier Ruiz-Hidalgo
Accurately predicting crystal properties is critical for accelerating materials discovery, but it is often limited by scarce labeled data and costly theoretical calculations. To al…
Machine Learning Multiscale Interactions
Àlex Solé, Sergio Suárez-Dou, Albert Mosella-Montoro +4
Realistic physical systems are characterised by emergent interactions across multiple length and time scales, posing a significant challenge for predictive machine learning (ML) mo…
Localized Control in Diffusion Models via Latent Vector Prediction
Pablo Domingo-Gregorio, Javier Ruiz-Hidalgo
Diffusion models emerged as a leading approach in text-to-image generation, producing high-quality images from textual descriptions. However, attempting to achieve detailed control…
Channel-Wise Early Stopping without a Validation Set via NNK Polytope Interpolation
David Bonet, Antonio Ortega, Javier Ruiz-Hidalgo +1
State-of-the-art neural network architectures continue to scale in size and deliver impressive generalization results, although this comes at the expense of limited interpretabilit…