GitHub

Sequential Graph-Based Decoding of the Surface Code using a Hybrid Graph and Recurrent Neural Network Model

This Git repo contains simplified source code for creating and testing our combined graph neural network and recurrent neural network used for decoding the surface code.
IEEE

PGC-Net: A Novel Encoder-Decoder Network With Path Gradient Flow Control for Cell Counting

Abstract: To carry out cell counting, it is common to use neural network models with an encoder-decoder structure to generate regression density maps. In the encoder-decoder structure, skip ...
IEEE

Adversarial Partial Discharge Signal Reconstruction and Denoising With an Encoder-Decoder Network

Abstract: As the application of online partial discharge (PD) measurement increases the importance of denoising becomes increasingly obvious. Besides denoising a PD signal to detect and calculate ...