Molecular Simulation of Coarse-grained Systems using Machine Learning, Dimitrios-Paraskevas Gerakinis, Eleonora Ricci, George Giannakopoulos, Vangelis Karkaletsis, Doros N. Theodorou and Niki Vergadou
Machine Learning Applications in Nanotechnology Manufacturing: From Etching Accuracy to Deposition Prediction Learning, Alex Kondi, Efi-Maria Papia and Vassilios Constantoudis
A Mixture Density Network approach in evaluating energy-dependent fission yields Learning, Vaia Prassa and Vasilis Tsioulos
Self-Adaptive Optimization of Coefficients in Multi-Objective Loss Functions, Spilios Dellis, Eleonora Ricci, Dimitris-Paraskevas Gerakinis, Niki Vergadou and George Giannakopoulos
Refining Flow Structures with Deep Learning and Super Resolution Methods, Filippos Sofos, George Sofiadis and Antonios Liakopoulos
Inverse design of Hexagonal Moiré Materials: Machine Learning for tunable pore properties, Efi-Maria Papia, Alex Kondi and Vassilios Constantoudis
TransChem: Effective Pre-training Enhances Molecular Property Prediction, Dimitrios Kelesis, Eirini Spyropoulou and Elias Zavitsanos
Solving Linear Elasticity Problems using Physics-Informed Neural Networks, Petros Kafkas, George Giannakopoulos and Christoforos Rekatsinas
Comparing Prior and Learned Time Representations in Transformer Models of Timeseries, Natalia Koliou, Tatiana Boura, Stasinos Konstantopoulos, Georgios Meramveliotakis and George Kosmadakis
Multi-fidelity Bayesian Optimization for Efficiently Sampling the Design Space of Functionalized Nanoporous Materials, Ioannis Theocharis, Panagiotis Krokidas, Vassilis Gkatsis and George Giannakopoulos
Enalos Cloud Platform: A User-Oriented Approach to Cheminformatics and Advanced Materials Informatics, Dimitra-Danai Varsou, Andreas Tsoumanis, Panagiotis D. Kolokathis, Dimitris G. Mintis, Konstantinos D. Papavasileiou, Nikolaos, K. Sidiropoulos, Georgia Melagraki and Antreas Afantitis
Use case of Symbolic Regression in Moiré patterns using simulated data, Efi-Maria Papia, Alex Kondi and Vassilios Constantoudis
Critical Node Detection in Sparse Graphs using Hopfield Neural Networks, Vicky Papadopoulou-Lesta, Kyriacos Neocleous and Ioannis Michos