2019
Graph Neural Networks for the Travelling Salesman Problem
The most famous NP-hard combinatorial problem today, the Travelling Salesman Problem, is intractable to solve optimally at large scale. …
Graph Convolutional Neural Networks for Molecule Generation
In this talk, I will discuss a graph convolutional neural network architecture for the molecule generation task. The proposed approach …
Graph Convolutional Neural Networks for Molecule Generation and Travelling Salesman Problem
In this talk, I will discuss how to apply graph convolutional neural networks to quantum chemistry and operational research. The same …
2018
Convolutional Neural Networks on Graphs
Convolutional neural networks have greatly improved state-of-the-art performances in computer vision and speech analysis tasks, due to …
