graph neural networks

Graph Neural Networks for Predicting Digital Circuit Performance in Electronic Design Automation

Electronic Design Automation (EDA) is important in the development of modern digitalcircuits because it helps designers analyze and improve circuits before they are manufactured. Ascircuits become more complex, traditional methods can require many design iterations beforeimportant performance factors can be estimated a...

Distinct Thalamostriatal Functional Network Dysregulation in Comorbid Insomnia and Sleep Apnea.

STUDY OBJECTIVES Comorbid insomnia and sleep apnea (COMISA) is a prevalent and clinically challenging phenotype, yet the neural substrates distinguishing it from isolated obstructive sleep apnea (OSA) remain elusive. We employed a multimodal graph theoretical approach to identify the structural and functional network p...

AI-Augmented Logic Synthesis for Edge-Deployed Swimmer Detection Systems

Vision-based swimmer and drowning detection systems, built primarily on lightweight YOLO architectures, have achieved measurable gains in accuracy while shrinking model size for resource-constrained edge hardware. However, Field-Programmable Gate Array (FPGA) accelerators hosting these models continue to rely on conven...

Manifesto of Symbiotic Homeoresis: Universal Civilizational Benchmark for Ethical AI, Salutogenesis, and Humanity Protection (Full Package & Axiomatic Core Digest)

Анотація Цей інтегрований пакет документів є єдиним суверенним депозитом, що містить повний текст та інваріантне категоріально-математичне ядро Маніфесту Симбіотичного Гомеорезу українською та англійською мовами. Праця проголошує фундаментальний гуманітарний та категоріальний зсув: Людина є єдиним суверенним Суб'єктом...

BrainWeaver: Weaving Dynamic Brain Networks with ROI-Guided Attention for Cognitive Assessment

Graph-Based Botnet Detection and Automated Network Defense Using GNN and SDN

Conjunto de Dados Geoespaciais e Roteiro Computacional para Análise de Acessibilidade Areal às UBS de Teresina-PI (AE2SFCA)

Análise da acessibilidade geográfica às Unidades Básicas de Saúde (UBS) em Teresina, Piauí: uma rotina computacional aberta e reprodutível para o diagnóstico multimodal de iniquidades territoriais em saúde Conjunto de dados geoespaciais (entradas, produtos intermediários e resultados) do Relatório Técnico de Mestrado d...

Generative AI for brain connectivity and network analysis: Understanding brain organization and its alterations in disease

Probing the LLMs for Generating User Profile of Session-based Social Recommendation

Session-based social recommendation aims to enhance session-based recommendation by incorporating social network information, making it particularly useful in cold-start scenarios. Existing SSR methods predominantly rely on graph neural networks to model social relationships, which often introduces computational ineffi...

Messages Passed Along the Edges: A Historical Development Review of Graph Neural Networks for Relational Data

This article presents a narrative review of Graph Neural Networks for Relational Data in the context of Artificial Intelligence. The literature on this topic has expanded substantially over recent decades, yet it remains fragmented across subfields, methods, and national research traditions. Drawing on an interpretive...

Optimal Design of the Microwave Oven Magnetic Shunt Transformer Using Physics-Based Equivalent Circuit Model and GNN-Guided NSGA-III Method

Magnetic shunt transformers (MSTs) used in microwave ovens are designed with deliberately high leakage inductance for current limiting and voltage regulation. This requirement couples the core dimensions, winding parameters, shunt geometry, material cost, and power losses. This paper presents an optimal design strategy...

Conjunto de Dados Geoespaciais e Roteiro Computacional para Análise de Acessibilidade Areal às UBS de Teresina-PI (AE2SFCA)

Análise da acessibilidade geográfica às Unidades Básicas de Saúde (UBS) em Teresina, Piauí: uma rotina computacional aberta e reprodutível para o diagnóstico multimodal de iniquidades territoriais em saúde Conjunto de dados geoespaciais (entradas, produtos intermediários e resultados) do Relatório Técnico de Mestrado d...