A New Parallel Architecture for Sparse Matrix Computation.

Many problems in scientific computation involve sparse matrices. While dense matrix computations can be parallelized relatively easily, sparse matrices with arbitrary or irregular structure pose a real challenge to the design of highly parallel machines.