Company Filing History:
Years Active: 2022-2023
Title: The Innovative Mind of Matthew Botvinick
Introduction
Matthew Botvinick is a prominent inventor based in Philadelphia, PA (US). He has made significant contributions to the field of neural networks and artificial intelligence. With a total of 3 patents to his name, Botvinick's work focuses on learning visual concepts and enhancing action selection policies through advanced computational methods.
Latest Patents
One of Botvinick's latest patents is titled "Learning visual concepts using neural networks." This invention encompasses methods, systems, and apparatuses, including computer programs encoded on computer storage media, for learning visual concepts using neural networks. The method involves receiving a new symbol input comprising one or more symbols from a vocabulary and generating a new output image that depicts concepts referred to by the new symbol input. This process includes several steps, such as processing the new symbol input using a symbol encoder neural network and sampling values for various visual factors to create the output image.
Another notable patent is "Selecting actions by reverting to previous learned action selection policies." This invention includes methods, systems, and apparatuses for generating a system output using a remembered value of a neural network hidden state. The system comprises an external memory that maintains context experience tuples, which include a key embedding of context data and a value of a hidden state of a neural network from a previous time step. The neural network is designed to receive a system input and a remembered value of the hidden state to generate the system output.
Career Highlights
Matthew Botvinick is currently employed at DeepMind Technologies Limited, where he continues to push the boundaries of artificial intelligence research. His work has garnered attention for its innovative approach to neural networks and their applications in various fields.
Collaborations
Throughout his career, Botvinick has collaborated with notable colleagues, including Alexander Lerchner and Irina Higgins. These partnerships have contributed to the advancement of his research and the development of groundbreaking technologies.
Conclusion
Matthew Botvinick's contributions to the field of neural networks and artificial intelligence are noteworthy. His innovative patents and ongoing work at DeepMind Technologies Limited highlight his commitment to advancing technology and understanding complex systems.