2 papers
cs.LG2023
Quantization Aware Factorization for Deep Neural Network Compression
Daria Cherniuk, Stanislav Abukhovich, Anh-Huy Phan +3
Tensor decomposition of convolutional and fully-connected layers is an effective way to reduce parameters and FLOP in neural networks. Due to memory and power consumption limitatio…
math.NA2020
Randomized Algorithms for Computation of Tucker decomposition and Higher Order SVD (HOSVD)
Salman Ahmadi-Asl, Stanislav Abukhovich, Maame G. Asante-Mensah +4
Big data analysis has become a crucial part of new emerging technologies such as the internet of things, cyber-physical analysis, deep learning, anomaly detection, etc. Among many…