Sparse matrix-matrix multiplication (SpMM) is a crucial kernel in various applications, including sparse deep neural networks [1]–[6], graph analytics [7], triangle counting [8], and linear algebra ...

Abstract: Downlink precoding in massive multiple input multiple output (MIMO) systems involves high-dimensional sparse matrix calculations, which poses challenges to existing architectures.

Unified Relative Representations Entities and relations are contextualised—embeddings are computed on-the-fly from the hypergraph structure, not stored in lookup tables. Hypergraph Layer Custom ...