ABSTRACT: To effectively evaluate a system that performs operations on UML class diagrams, it is essential to cover a large variety of different types of diagrams. The coverage of the diagram space ...

While retrieval-augmented generation is effective for simpler queries, advanced reasoning questions require deeper connections between information that exist across documents. They require a knowledge ...

ABSTRACT: This paper investigates the connections between ring theory, module theory, and graph theory through the graph G( R ) of a ring R. We establish that vertices of G( R ) correspond to modules, ...

In-context learning (ICL) enables LLMs to adapt to new tasks by including a few examples directly in the input without updating their parameters. However, selecting appropriate in-context examples ...

Jittor Backend Example: Matching Isomorphic Graphs This example is an introduction to pygmtools which shows how to match isomorphic graphs. Isomorphic graphs mean graphs whose structures are identical ...

This example is an introduction to pygmtools which shows how to match isomorphic graphs. Isomorphic graphs mean graphs whose structures are identical, but the node correspondence is unknown. # Author: ...

Abstract: The Graph Isomorphism problem regained interest with the rise of Graph Neural Networks (GNN). These GNN models have limited ability to distinguish between isomorphic graphs and hence their ...

Introduction: Given the direct association with malignant ventricular arrhythmias, cardiotoxicity is a major concern in drug design. In the past decades, computational models based on the quantitative ...