Mattia Rigotti

Title: The Innovative Mind of Mattia Rigotti

Introduction

Mattia Rigotti is an accomplished inventor based in New York, NY, known for his contributions to machine learning and neural network protection. With a remarkable portfolio of four patents, Rigotti continues to push the boundaries of innovation in technology.

Latest Patents

Among his latest inventions is a machine learning system focused on feature selection using the Sobolev Independence Criterion. This system effectively processes datasets containing pairings of stimuli and responses. By generating both correctly paired and alternatively paired samples, it optimizes a cost function to select critical features based on their importance. Another significant patent by Rigotti involves layer-wise distillation aimed at protecting pre-trained neural network models. This invention employs differentially private distillation operations to obfuscate original training data, thereby enhancing the security and privacy of neural networks.

Career Highlights

Mattia Rigotti is currently affiliated with the International Business Machines Corporation (IBM), where he leverages his innovative abilities to develop advanced technological solutions. His work emphasizes the importance of data security and the efficient use of machine learning algorithms, making him a key player in the tech industry.

Collaborations

Throughout his career, Rigotti has collaborated with notable colleagues, including Youssef Mroueh and Tom Sercu. These partnerships have further enriched his research and development efforts, showcasing a strong team dynamic that drives innovation.

Conclusion

With his impressive track record of patents and innovative contributions to machine learning and neural network protection, Mattia Rigotti stands out as a leading inventor in the tech landscape. His dedication to advancing technology continues to pave the way for future innovations.