Nature

Molecular-recognition-directed formation of supramolecular polymers

Synthetic polymers with tailored properties offer a wide range of applications for plastic products and advanced photonic and electronic functional materials. Polymers with a high melt viscosity are ...
IEEE

Causal Self-Supervised Graph Learning for Robust PV Power Forecasting Against Distribution Shift

Abstract: Due to stochastic weather changes and the increasing frequency of extreme weather events in recent years, photovoltaic (PV) power generation data frequently undergo probability distribution ...
IEEE

Self-Complementary Archimedean Spiral UHF Antenna for Partial Discharge Detection with Parallelogram Geometry Feed

Abstract: This work presents the circularly polarized antenna design operating in the ultra-high frequency (UHF) band, which is developed to detect partial discharge (PD) signals functioning across a ...
Frontiers

Exploring physical and functional EEG connectivity with multilayer graph transformer convolutional networks for emotion recognition

1 School of Automation, Nanjing University of Science and Technology, Nanjing, Jiangsu, China 2 School of Engineering, University of Birmingham, Birmingham, United Kingdom Electroencephalogram ...
GitHub

IRENE: Optimizing EEG Graph Structure for Seizure Detection via Information Bottleneck and Self-Supervised Learning

├── model/ │ ├── GSA_Encoder.py # Structure-aware encoder (Transformer backbone) │ ├── GraphMAE.py # Masked graph autoencoder pretrainer │ ├── IRENE.py # Full IRENE classification model │ ├── ...
GitHub

TRasagna/Graph-Reasoning-AI-System-with-MLOps

This system combines the power of Graph Neural Networks with modern MLOps practices to create an end-to-end solution for knowledge graph reasoning. It supports multiple GNN architectures, ...