Frequency Supported Neural Networks

Paper

Preprint is available on arXiv and in papers directory.

Code

Code used to develop and run experiments in transferred from core repository, dynamical-neural-networks. This repository contains unmaintained code state used to run experiments for the paper.

Data

Three datasets were used in the paper:

• Static Affine Benchmark
• Wiener Hammerstein Benchmark
• Silverbox Benchmark

Static Affine Benchmark can be generated using provided notebook (notebooks/static-affine-benchmark-generation.ipynb) or accessed directly from data directory (data/static-affine-benchmark.csv). Wiener Hammerstein Benchmark and Silverbox Benchmark (along with many others) can be accessed from https://www.nonlinearbenchmark.org/.

Experiments

Experiments were run using code provided in src directory and notebook notebooks/experiment.ipynb, which can be configured for multiple benchmarks and models. Detailed description is provided in the notebook. To run experiment, WANDB account is required, since it was used as experiment management tool. Numerical results of experiments are provided in the data directory, one file for each benchmark.

Note: WANBD report with logs of all runs and plots will be published.