Tensor-based two-layer decoupling of multivariate polynomial maps

K Usevich, Y Zniyed, M Ishteva… - 2023 31st European …, 2023 - ieeexplore.ieee.org
In this paper, we introduce a new decomposition of multivariate maps that generalizes the
decoupling problem recently proposed in the system identification community. In the context …

Compressing Neural Networks with Two-Layer Decoupling

J De Jonghe, K Usevich, P Dreesen… - 2023 IEEE 9th …, 2023 - ieeexplore.ieee.org
The single-layer decoupling problem has recently been used for the compression of neural
networks. However, methods that are based on the single-layer decoupling problem only …

Two-layer decoupling of multivariate polynomials with coupled ParaTuck and CP decompositions

K Usevich, Y Zniyed, M Ishteva, P Dreesen… - 2023 - hal.science
In this paper, we propose a new method for multivariate function approximation that
generalized the classical decoupling problem. In the context of neural network, this can be …