We also propose the Graph Theory Agent (GTA), a novel framework that enhances LLM graph reasoning by employing an adaptive input representation selector and decomposing algorithmic solutions. Here you ...

Work disproving a 1995 theorem in graph theory has earned UBC mathematician Dr. Stephanie van Willigenburg and colleagues the 2023 David P. Robbins Prize. In its simplest form, graph theory involves ...

Large graphs require extensive memory, often overflowing on-chip buffers, which are memory regions integrated into a chip. This forces the system to rely on slower off-chip memory. Since graph data is ...

Refining with colors. Mathematicians have developed various strategies to compare graphs. Since the 1970s, algorithms have been able to test graph isomorphism, but in exponential time.

The graph below shows the total number of publications each year in Anti-Ramsey Theory in Graphs. References [1] Rainbow disjoint union of P 4 and a matching in complete graphs .

BingoCGN, a scalable and efficient graph neural network accelerator that enables inference of real-time, large-scale graphs through graph partitioning, has been developed by researchers at the ...