This paper introduces FairGI, a framework for fairness in graph neural networks.
― 9 min read
Cutting edge science explained simply
This paper introduces FairGI, a framework for fairness in graph neural networks.
― 9 min read
Explore the relationship between parking functions and their statistical properties.
― 6 min read
An overview of how directed graphs and algebras are connected in mathematics.
― 4 min read
A look at the capabilities and analysis of Graph Neural Networks in various fields.
― 6 min read
This study explores methods to enhance road connectivity and reduce travel distances.
― 6 min read
TG-ODE framework improves analysis of complex systems with irregular data.
― 5 min read
Investigating edge limits in hypergraphs while avoiding specific configurations.
― 5 min read
This study examines the challenges of finding path covers in dynamic graph structures.
― 5 min read
Exploring domination sets in different types of graphs and their complexities.
― 6 min read
An overview of degree-boundedness and its impact on graph structures.
― 7 min read
A look into how records and trees shape random processes.
― 6 min read
A look into generating combinations using mathematical concepts and structures.
― 5 min read
A study of Cayley graphs from finite commutative rings reveals key algebraic properties.
― 6 min read
A new approach for clearer GNN predictions using edge-focused subgraph explanations.
― 6 min read
A study on dividing sparse graphs into two trees under specific rules.
― 4 min read
Explore key concepts in graph theory and their practical applications.
― 6 min read
A study of how particles spread over time on complete graphs.
― 7 min read
Discover a new method for efficient neural architecture search through graph-based evaluations.
― 6 min read
CoBFormer balances local and global attention for improved graph processing.
― 6 min read
New methods reduce communication rounds in solving All-Pairs Shortest Paths in graphs.
― 6 min read
A new model redefines graph analysis using point sets for improved predictions.
― 6 min read
Exploring methods for tiling unique hexagonal shapes using two types of tiles.
― 6 min read
A look into how minimum vertex cuts can enhance network design.
― 4 min read
Exploring the absence of generic chains in important topological spaces.
― 6 min read
A new system improves efficiency in analyzing graph data patterns.
― 6 min read
Exploring methods for verifying graph properties through distributed computing.
― 6 min read
A new approach to understanding graph structures from node signals.
― 7 min read
A guide to degree sequences and outerplanar graphs.
― 5 min read
An overview of distributed coloring, focusing on list defective coloring techniques.
― 7 min read
New methods improve graph communication and node distinction in GNNs.
― 6 min read
Exploring the assignment of binary addresses in edge-weighted graphs.
― 6 min read
Learn how edge-geodetic sets help monitor network connections.
― 5 min read
Using generative AI to enhance wireless network performance through graph generation techniques.
― 6 min read
A new approach enhances the accuracy of reasoning graphs from language inputs.
― 6 min read
Learn how graph analysis helps detect unusual patterns in data.
― 8 min read
Researching efficient ways to optimize graphs using neutral atom arrays in quantum computing.
― 5 min read
This article discusses tournament graphs and their analysis using streaming algorithms.
― 6 min read
This article discusses how trees can help analyze complex data interactions.
― 5 min read
This article explores nodal count and its significance in graph theory.
― 7 min read
A look at flat-virtual knots and their role in knot theory.
― 4 min read