AI-powered knowledge graph links heart images to genes and drug predictions

Knowledge graphs are a powerful tool for bringing together information from biological databases and linking what is already ...
IEEE

A Comprehensive Survey of Dynamic Graph Neural Networks: Models, Frameworks, Benchmarks, Experiments and Challenges

Abstract: Dynamic Graph Neural Networks (GNNs) combine temporal information with GNNs to capture structural, temporal, and contextual relationships in dynamic graphs simultaneously, leading to ...
Frontiers

Dynamic climate graph network and adaptive climate action strategy for climate risk assessment and low-carbon policy responses

1 School of Resources and Environment, Xizang Agriculture and Animal Husbandry University, Nyingchi, Xizang, China 2 Department of Mechanical Engineering, Taiyuan Institute of Technology, TaiYuan, ...
Frontiers

Spatio-temporal dynamic functional brain network for mild cognitive impairment analysis

Introduction: Alzheimer’s Disease (AD) is a progressive neurodegenerative disorder, with Mild Cognitive Impairment (MCI) often serving as a prodromal stage. Early detection of MCI is critical for ...
IEEE

Spatio-Temporal Mamba Dynamic Graph Convolutional Recurrent Network for Traffic Prediction

Abstract: In intelligent transportation systems (ITS), traffic prediction has become a core issue in the field of artificial intelligence. Accurate traffic prediction is crucial for reducing ...
C&EN

Designing Dynamic Hydrogels: The Interplay of Cross-Linker Length, Valency, and Reaction Kinetics in Hydrazone-Based Networks

Department of Instructive Biomaterials Engineering, MERLN Institute for Technology-Inspired Regenerative Medicine, Maastricht University, 6229 ER Maastricht, The Netherlands Department of Complex ...
eLife

Functionally important residues from graph analysis of coevolved dynamic couplings

The relationship between protein dynamics and function is essential for understanding biological processes and developing effective therapeutics. Functional sites within proteins are critical for ...