Google's new Graph Foundation Model delivers up to 40 times greater precision and has been tested at scale on spam detection.

Topos and structures of features allow for reasoning about concepts and their interrelations. Further, mechanisms of category theory enable to synthesize new concepts. A simple example is included.

Motivated by this, we propose three simple but powerful graph convolution methods. The first, optimized simple graph convolution (OGC), is a supervised method, which guides the graph convolution ...

Random graphs: Random \ (d\)-regular graphs are lossless expanders with high probability. However, the problem is that given such a graph, we do not know how to verify (in polynomial-time) that it ...