Yuan Deng

Title: Innovations of Inventor Yuan Deng

Introduction

Yuan Deng is a notable inventor based in Singapore, SG. He has made significant contributions to the field of technology, particularly in the area of document processing and machine learning. With a total of 4 patents to his name, his work continues to influence advancements in these domains.

Latest Patents

Yuan Deng's latest patents include innovative methods for content extraction and text categorization. One of his patents, titled "Content extraction based on hop distance within a graph model," describes a method for categorizing text entries in a document. This method involves determining text and coordinates for bounding boxes, defining a graph of these boxes, and generating labels based on attention values and a transformer-based machine learning model. Another significant patent, "Polar relative distance transformer," outlines a system that utilizes a processor to access documents with text bounding boxes. It details the process of determining coordinates, input embeddings, and generating bounding box labels through a transformer-based deep learning model.

Career Highlights

Yuan Deng is currently employed at PayPal, Inc., where he applies his expertise in machine learning and document processing. His work at PayPal has allowed him to develop and refine his innovative ideas, contributing to the company's technological advancements.

Collaborations

Yuan has collaborated with talented individuals such as Yanfei Dong and Hewen Wang. These collaborations have fostered a creative environment that encourages the exchange of ideas and the development of groundbreaking technologies.

Conclusion

Yuan Deng's contributions to the field of technology through his patents and work at PayPal highlight his innovative spirit and dedication to advancing machine learning and document processing. His inventions continue to pave the way for future developments in these areas.