Company Filing History:
Years Active: 2020-2023
Title: Innovations of Inventor Matej Balog
Introduction
Matej Balog is a notable inventor based in Bratislava, Slovakia. He has made significant contributions to the field of computer science, particularly in program prediction and graph neural networks. With a total of three patents to his name, Balog's work showcases his expertise and innovative thinking.
Latest Patents
One of his latest patents is titled "Program Predictor." This invention describes a computer program predictor that utilizes a processor to access a program attribute predictor. It includes a memory that stores a search component designed to explore a space of possible programs. The goal is to find a program that can compute an output data instance from a given input data instance, guided by attributes predicted by the attribute predictor.
Another significant patent is "Optimizing Sparse Graph Neural Networks for Dense Hardware." This patent outlines a computer-implemented method for computing node embeddings of a sparse graph, which serves as input for a sparse graph neural network. The method involves receiving an adjacency matrix and a weight matrix, initializing node embeddings, and transforming the adjacency matrix into a low-bandwidth version. It also includes generating a message propagation matrix and updating the node embeddings using an encoder neural network.
Career Highlights
Matej Balog has worked with prominent companies such as Microsoft Technology Licensing and Google. His experience in these leading technology firms has contributed to his development as an inventor and innovator in the tech industry.
Collaborations
Throughout his career, Balog has collaborated with notable individuals, including Alexander Lloyd Gaunt and Sebastian Nowozin. These collaborations have likely enriched his work and expanded his innovative capabilities.
Conclusion
Matej Balog is a distinguished inventor whose contributions to computer science and technology are noteworthy. His patents reflect his innovative spirit and commitment to advancing the field. Balog's work continues to influence the development of new technologies and methodologies in the industry.