Microsoft

Learning sums of powers of low-degree polynomials in the non-degenerate case

We develop algorithms for writing a polynomial as sums of powers of low degree polynomials in the non-degenerate case. This problem generalizes symmetric tensor decomposition which is widely studied, ...
GitHub

Learning-based property estimation with polynomials

power_sun.ipynb : Performance of power sum estimation on four datasets tr.pdf : technical report [1] Li, J., Lei, R., Wang, S., Wei, Z., & Ding, B. (2024). Learning ...
GitHub

Direct design of biquad filter cascades with deep learning by sampling random polynomials.

If you use any of our code in your work please consider citing us. @inproceedings{colonel2021iirnet, title={Direct design of biquad filter cascades with deep learning by sampling random polynomials}, ...
IEEE

PolyLUT: Learning Piecewise Polynomials for Ultra-Low Latency FPGA LUT-based Inference

Abstract: Field-programmable gate arrays (FPGAs) are widely used to implement deep learning inference. Standard deep neural network inference involves the computation of interleaved linear maps and ...