Bae Seong Park

Encoding Weights of Irregular Sparsity for Fixed-to-Fixed Model Compression

Even though fine-grained pruning techniques achieve a high compression ratio, conventional sparsity representations (such as CSR) associated with irregular sparsity degrade parallelism significantly. Practical pruning methods, thus, usually lower pruning rates (by structured pruning) to improve para…