Google popularized the term "knowledge graph" in this 2012 blog post. Since then, there has been a massive momentum around ...

Design patterns describe solutions for well-known design problems. They were proposed to improve software quality and accelerate software development. However, there are several limitations slowing ...

Graph pattern mining discovers important patterns in graphs. It is both computation-and memory-intensive, characterized by numerous set operations and irregular memory access. Graph pattern mining ...

概要 デバイスのマルチスケール性に対処するsemantic device graphsを提案。LLMでそれぞれの要素のembeddingを生成し、GNNで処理。ノードは意味のある層に区切り、各層に材料ノードを配置することでデバイス全体の関係を表現。ペロブスカイト太陽電池で既存手法より高精度。 論文リンク https ...