2 citations · 2 across the 5 of their papers we have counts for
Showing 2025Show all
2 papers · 1 filter
cs.LG2025
MACKO: Sparse Matrix-Vector Multiplication for Low Sparsity
Vladimír Macko, Vladimír Boža
Sparse Matrix-Vector Multiplication (SpMV) is a fundamental operation in the inference of sparse Large Language Models (LLMs). Because existing SpMV methods perform poorly under th…
cs.LG2025
Addition is almost all you need: Compressing large language models with double binary factorization
Vladimír Boža, Vladimír Macko
Binary quantization approaches, which replace weight matrices with binary matrices and substitute costly multiplications with cheaper additions, offer a computationally efficient a…