Generative Data Intelligence

Tag: graph neural networks

Qulacs: a fast and versatile quantum circuit simulator for research purpose

Yasunari Suzuki1,2, Yoshiaki Kawase3, Yuya Masumura4, Yuria Hiraga5, Masahiro Nakadai6, Jiabao Chen7, Ken M. Nakanishi7,8, Kosuke Mitarai3,7,9, Ryosuke Imai7, Shiro Tamiya7,10, Takahiro Yamamoto7,...

How Big Data Carried Graph Theory Into New Dimensions

Graph theory isn’t enough. The mathematical language for talking about connections, which usually depends on networks — vertices (dots) and edges (lines connecting them)...

How To Get Started With Graph Machine Learning

This blog is a part of my “deep learning update” series and I want to open it up with a question: What have I learned...

OpenAI Scholars 2021: Final Projects

playcircle Scaling Laws for Language Transfer Learning Christina Kim OpenAI Mentor: Jerry TworekPrevious Roles: Founding Engineer at Sourceress, Research Fellow at Recurse Center,...

AAAI 2021: Top Research Papers With Business Applications

With a record high of 9034 research papers submitted to AAAI 2021 and an acceptance rate of 21%, a total of 1692 papers...

Graph Neural Networks for Multi-Relational Data

This article describes how to extend the simplest formulation of Graph Neural Networks (GNNs) to encode the structure of multi-relational data, such as...

Graph Attention Networks Under the Hood

Graph Neural Networks (GNNs) have emerged as the standard toolbox to learn from graph data. GNNs are able to drive improvements for high-impact...

Graph Transformer: A Generalization of Transformers to Graphs

This blog is based on the paper A Generalization of Transformer Networks to Graphs with Xavier Bresson at 2021 AAAI Workshop on Deep Learning on Graphs: Methods and...

Top Applications of Graph Neural Networks 2021

At the beginning of the year, I have a feeling that Graph Neural Nets (GNNs) became a buzzword. As a researcher in this...

Here’s where AI will advance in 2021

How open banking is driving huge innovation Learn how fintechs and forward-thinking FIs are accelerating personalized financial...

How to easily OCR passport and ID cards

This blog is a comprehensive overview of the challenges of data extraction from a Passport using OCR technologies and possible solutions.In several organizations,...

Traffic prediction with advanced Graph Neural Networks

Graph Neural Networks extend the learning bias imposed by Convolutional Neural Networks and Recurrent Neural Networks by generalising the concept of “proximity”, allowing...

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