Inductive GNNs face privacy threats from link stealing attacks.
― 6 min read
Cutting edge science explained simply
Inductive GNNs face privacy threats from link stealing attacks.
― 6 min read
Examining how to uniquely pack three copies of 2-factors in graph theory.
― 5 min read
New techniques simplify the calculation of the Wishart normalising constant in Bayesian models.
― 5 min read
Exploring self-avoiding walks and their implications on complex graph structures.
― 5 min read
A look into Ramsey and Turan theories in graph structures.
― 4 min read
Efficient algorithms and heuristics for evaluating scanwidth in directed acyclic graphs.
― 4 min read
This study examines the Weisfeiler-Leman dimension and coherent configurations in graphs.
― 5 min read
This study examines when monochromatic subgraph counts show normal distribution patterns.
― 5 min read
Innovative methods in counting subgraphs using graph kernels for various applications.
― 6 min read
This article examines how edge density affects triangle formation in random graphs.
― 4 min read
A novel approach to enhance graph consistency through transformation rules and application conditions.
― 7 min read
A new method enhances the reliability of GCNs against adversarial changes.
― 7 min read
Examining the relationships and complexity of Weihrauch degrees through equational theory.
― 5 min read
Explore particle movement and its mathematical pathways in a structured space.
― 5 min read
This paper presents new algorithms for managing interval selection in continuous data streams.
― 6 min read
Explore the significance of tree-packing in computer science and its applications.
― 3 min read
Developing algorithms for effective triangle sampling in graph data streams.
― 5 min read
A deep dive into rainbow saturation numbers and edge-coloring challenges in graph theory.
― 5 min read
Learn how random projections aid in analyzing complex relationships in large data sets.
― 6 min read
A new model improves graph generation with discrete-state and continuous-time methods.
― 5 min read
This article reveals minimal cellular resolutions for path ideals in graph theory.
― 5 min read
Examining total coloring strategies for fullerene nanodiscs and their properties.
― 4 min read
A strategy to protect sensitive connections in graph data while releasing useful information.
― 4 min read
A framework to assess graph containers and their performance in algorithms.
― 5 min read
New methods improve efficiency in identifying communities within evolving graphs.
― 5 min read
New polynomial filters improve graph analysis performance across various applications.
― 4 min read
New methods for graph clustering allow for flexible grouping without knowing cluster numbers.
― 4 min read
Free sets help in arranging planar graphs without edge crossings.
― 4 min read
A new method enhances clarity and performance of GNN predictions.
― 7 min read
GNN-Diff improves GNN training efficiency and performance by optimizing hyperparameters.
― 6 min read
A new approach to finding independent sets in graphs using any starting configuration.
― 5 min read
A look into the challenges and solutions of the 2-means clustering problem.
― 4 min read
This article presents -monoids, expanding the concept of free monoids into higher dimensions.
― 6 min read
A novel approach improves efficiency in knowledge graph completion tasks.
― 5 min read
An overview of classical and quantum approaches to network reliability.
― 6 min read
Virtual nodes help improve performance in graph neural networks by enhancing information flow.
― 6 min read
Examining K-Cores and degeneracy in graph streaming reveals significant complexity.
― 4 min read
An overview of hypermaps and their significance in mathematics and science.
― 4 min read
New method improves data removal in dynamic graph models while ensuring privacy.
― 5 min read
Exploring the relationship between non-intersecting paths and Pfaffians in mathematics.
― 6 min read