Company Filing History:
Years Active: 2022-2023
Title: Dhruv Khattar: Innovator in Neural Network Robustness
Introduction
Dhruv Khattar is a prominent inventor based in Chandigarh, India. He has made significant contributions to the field of artificial intelligence, particularly in enhancing the robustness of neural networks against adversarial attacks. With a total of 2 patents, Khattar is recognized for his innovative approaches in this rapidly evolving domain.
Latest Patents
Khattar's latest patents focus on generating trained neural networks with increased robustness against adversarial attacks. The disclosed systems and methods utilize a dynamic dropout routine and a cyclic learning rate routine. These innovations allow for the determination of a dynamic dropout probability distribution associated with neurons in a neural network. By dropping neurons based on this distribution, the systems help neurons learn distinguishable features. Furthermore, the cyclic learning rate routine ensures that the weights of a copy neural network diverge from those of the original network without compromising prediction accuracy, thereby maintaining distinct decision boundaries.
Career Highlights
Currently, Dhruv Khattar is employed at Adobe, Inc., where he continues to push the boundaries of technology and innovation. His work is instrumental in developing advanced solutions that address critical challenges in machine learning and artificial intelligence.
Collaborations
Khattar collaborates with talented individuals such as Mayank Kumar Singh and Nupur Kumari, contributing to a dynamic and innovative work environment.
Conclusion
Dhruv Khattar's contributions to the field of neural networks exemplify the spirit of innovation and the pursuit of excellence in technology. His work not only enhances the capabilities of artificial intelligence but also sets a benchmark for future advancements in the industry.