Mayank Kumar Singh

Title: Inventor Mayank Kumar Singh: Advancing Neural Networks Through Innovation

Introduction

Mayank Kumar Singh, based in Lucknow, India, is an accomplished inventor with a remarkable portfolio of 14 patents to his name. His work primarily focuses on enhancing neural networks, positioning him at the forefront of technological advancements in machine learning and artificial intelligence.

Latest Patents

Singh's recent innovations include groundbreaking patents that push the boundaries of weakly supervised learning and neural network robustness. One of his notable patents, titled "Attributionally Robust Training for Weakly Supervised Localization and Segmentation," describes methods for training neural network classifiers to better align input images with their corresponding attribution maps. This invention involves generating perturbed training images through neural networks and optimizing the alignment process by minimizing a combination of classification and attribution loss.

Another significant contribution is in the realm of adversarial robustness, encapsulated in his patent on "Generating Trained Neural Networks with Increased Robustness Against Adversarial Attacks." This patent outlines systems and methods that leverage a dynamic dropout routine and a cyclic learning rate technique to enhance the resilience of neural networks against adversarial attacks while maintaining high prediction accuracy.

Career Highlights

Mayank has had an impressive career in leading technology companies. He has worked at Adobe Inc. and STMicroelectronics International N.V., where he contributed his expertise to develop innovative solutions within the tech industry. His work at these firms underscores his influential presence in the field of technology and innovation.

Collaborations

Throughout his career, Singh has collaborated with talented individuals, including Balaji Krishnamurthy and Nupur Kumari. These collaborations have fostered a creative environment that has led to the development of cutting-edge technologies and inventions.

Conclusion

In conclusion, Mayank Kumar Singh stands out as a prominent inventor whose significant contributions to neural network technology are shaping the future of artificial intelligence. His dedication to innovation and collaboration continues to drive advancements in the field, making him a noteworthy figure in the realm of patents and inventions.