#We will follow up with the article NWGformer-Non-linear-Re-weighting-of-Graph-Transformers-with-Linear-Complexity", including insights of the new method, code comments, etc. Please look forward to it ...

We present ReHub, a novel graph transformer architecture that achieves linear complexity through an efficient reassignment technique between nodes and virtual nodes. Graph transformers have become ...

1. Introduction. Linguistic complexity is well-studied at various levels of linguistic units from whole texts (Collins-Thompson and Callan, 2005; Crossley et al., 2008; Heilman et al., 2008) to ...

However, existing OTFS detection methods, including linear, nonlinear, and AI-based detectors, struggle with either high computational complexity or suboptimal performance. To overcome these ...

The graph below shows the total number of publications each year in Graph Theory and Computational Complexity. References [1] Vertex-substitution framework verifies the reconstruction conjecture ...