This inventor holds 1 USPTO granted patent. Top assignee: Kabushiki Kaisha Ubitus. Active years: 2022.
Company Filing History:
Years Active: 2022
Title: PeiWen Huang: Innovator in AI Training for Gaming
Introduction
PeiWen Huang is a notable inventor based in Taipei, Taiwan. He has made significant contributions to the field of artificial intelligence, particularly in the realm of computer gaming. His innovative approach to training AI bots has garnered attention for its effectiveness and efficiency.
Latest Patents
PeiWen Huang holds a patent for a "Method for training AI bot in computer game." This invention reveals a pure end-to-end deep reinforcement learning technique for training AI bots in car racing games. The method utilizes only velocity information extracted from the screen during both training and testing phases, without relying on any internal state from the game environment, such as the car's facing angle. The AI bot developed through this method demonstrates performance that surpasses the average human player. The reward function is designed to consist solely of the velocity value, employing the Ape-X distributed training framework combined with a variant of Deep Q Network to address the sparse training signal problem. Additionally, a limit learner rate method is implemented to enhance training efficiency and performance. The AI bot trained in this manner achieves results that are close to those of professional players.
Career Highlights
PeiWen Huang is currently associated with Kabushiki Kaisha Ubitus, where he continues to innovate in the field of AI and gaming. His work has positioned him as a key figure in the development of advanced AI technologies.
Collaborations
PeiWen Huang collaborates with talented individuals such as Chiu-Chou Lin and Ying-Hau Wu. Their combined expertise contributes to the advancement of AI applications in gaming.
Conclusion
PeiWen Huang's contributions to AI training methodologies in gaming highlight his innovative spirit and dedication to advancing technology. His work not only enhances the gaming experience but also sets a new standard for AI development in the industry.