IEEE

DyLaClass: Dynamic Labeling Based Classification for Optimal Sparse Matrix Format Selection in Accelerating SpMV

Abstract: Sparse matrix-vector multiplication (SpMV) is crucial in many scientific and engineering applications, particularly concerning the effectiveness of different sparse matrix storage formats ...

rolv LLC Launches rolvsparse(c): A New Mathematical Operator That Makes Every Computer on Earth Run AI Faster -- With 99% Less Energy

University of Miami Frost Institute independently confirms 50× speedups and 90--99.9% energy savings across CPUs, GPUs, TPUs, and AI accelerators -- identical SHA-256 verified results on all platforms ...
IEEE

Sparse Optimization Model Based on Sparse Matrix and Singular Value Vector for Fault Diagnosis of Rolling Bearings

Abstract: The extraction and detection of weak faults of rolling bearings on rotating machinery are essential and crucial. However, traditional methods of sparse matrix optimization have shortcomings ...