SAVI Space-combinatorial encoding of the billion-size synthetically accessible virtual inventory. [PDF]
Korn M +5 more
europepmc +1 more source
Revealing Protein–Protein Interactions Using a Graph Theory‐Augmented Deep Learning Approach
This study presents a fast, cost‐efficient approach for classifying protein–protein interactions by integrating graph‐theory parametrization with deep learning (DL). Multiscale features extracted from graph‐encoded polarized‐light microscopy (PLM) images enable accurate prediction of binding strengths.
Bahar Dadfar +5 more
wiley +1 more source
Structural Exploration and Expected values of Topological Indices of Square-Hexagonal <i>T</i> <sub>2,3</sub> Kink Chains for Advanced Engineering Applications. [PDF]
Kanwal S, Khalil M, Razzaque A.
europepmc +1 more source
Harnessing Machine Learning to Understand and Design Disordered Solids
This review maps the dynamic evolution of machine learning in disordered solids, from structural representations to generative modeling. It explores how deep learning and model explainability transform property prediction into profound physical insight.
Muchen Wang, Yue Fan
wiley +1 more source
MLGT: A multimodal graph attention network for virtual screening of anti-Uveitis drugs. [PDF]
Sun Y, Qin Y, Chen W.
europepmc +1 more source
This article outlines how artificial intelligence could reshape the design of next‐generation transistors as traditional scaling reaches its limits. It discusses emerging roles of machine learning across materials selection, device modeling, and fabrication processes, and highlights hierarchical reinforcement learning as a promising framework for ...
Shoubhanik Nath +4 more
wiley +1 more source
Roadmap on Artificial Intelligence‐Augmented Additive Manufacturing
This Roadmap outlines the transformative role of artificial intelligence‐augmented additive manufacturing, highlighting advances in design, monitoring, and product development. By integrating tools such as generative design, computer vision, digital twins, and closed‐loop control, it presents pathways toward smart, scalable, and autonomous additive ...
Ali Zolfagharian +37 more
wiley +1 more source
Enhancing energy predictions in multi-atom systems with multiscale topological learning.
Chen D, Wang R, Wei GW, Pan F.
europepmc +1 more source
Geometry and quantum brachistochrone analysis of multiple entangled spin-1/2 particles under all-range Ising interaction. [PDF]
Amghar B +5 more
europepmc +1 more source
Brain's geometries for movements and beauty judgments. A contribution of topos geometries. [PDF]
Bennequin D, Berthoz A.
europepmc +1 more source

