Prabhat Kumar Mishra

Title: Prabhat Kumar Mishra: Innovator in Machine Learning and Digital Watermarking

Introduction

Prabhat Kumar Mishra is a prominent inventor based in Gainesville, FL, known for his significant contributions to the fields of machine learning and digital watermarking. With a total of 14 patents to his name, Mishra has developed innovative solutions that address critical challenges in technology.

Latest Patents

One of his latest patents focuses on AI-based trojans for evading machine learning detection. This invention provides a robust backdoor attack on machine learning detection systems, demonstrating and identifying vulnerabilities within these systems. The AI-based Trojan attack can be implanted inside a machine learning model and triggered by specific inputs, manipulating the expected outputs. This analysis enables the identification of vulnerabilities and the design of more secure machine learning models. Another notable patent involves securing on-chip communication using digital watermarking. This system integrates multiple intellectual property cores on a system-on-chip, allowing for the encoding and decoding of digital watermarks in packet streams. This method enhances the validation and security of data communication between cores.

Career Highlights

Mishra has worked with esteemed institutions such as the University of Florida Research Foundation and the University of California. His work has significantly impacted the advancement of technology in machine learning and digital security.

Collaborations

Throughout his career, Prabhat Kumar Mishra has collaborated with notable colleagues, including Yangdi Lyu and Thelijjagoda S N Charles. These collaborations have further enriched his research and innovations.

Conclusion

Prabhat Kumar Mishra stands out as a leading inventor in the realm of machine learning and digital watermarking. His innovative patents and contributions continue to shape the future of technology.