Ritvik Kapila

Title: Ritvik Kapila: Innovator in Machine Learning Ownership

Introduction

Ritvik Kapila is a prominent inventor based in San Diego, CA. He has made significant contributions to the field of machine learning, particularly in the area of proving ownership of deep neural networks. His innovative approach addresses critical issues related to model ownership and security.

Latest Patents

Ritvik holds 1 patent for his invention titled "Zero knowledge proof of deep neural network ownership." This patent outlines a method for a secure setup performed by a trusted third party. It generates a prover key and a verifier key based on an obfuscated watermark extractor. This process allows a model owner to prove ownership of a first machine learning model without revealing sensitive information. The model owner can then generate proof of ownership for a second machine learning model, ensuring that it matches the first model.

Career Highlights

Ritvik is currently affiliated with the University of California, where he continues to advance his research in machine learning and artificial intelligence. His work has garnered attention for its innovative solutions to complex problems in the field.

Collaborations

Ritvik collaborates with Nojan Sheybani, contributing to the advancement of their shared research interests.

Conclusion

Ritvik Kapila's contributions to machine learning ownership through his innovative patent demonstrate his commitment to enhancing security in artificial intelligence. His work is paving the way for future advancements in the field.