Xinshi Chen

Understanding Deep Architectures with Reasoning Layer

2020 · arXiv (Cornell University)

Recently, there has been a surge of interest in combining deep learning models with reasoning in order to handle more sophisticated learning tasks. In many cases, a reasoning task can be solved by an iterative …

A Framework For Differentiable Discovery Of Graph Algorithms

2021

Recently there is a surge of interests in using graph neural networks (GNNs) to learn algorithms. However, these works focus more on imitating existing algorithms, and are limited in two important aspects: the search space …