Abhiram Singh

Title: Abhiram Singh: Innovator in Neural Network-Based Routing Solutions

Introduction

Abhiram Singh is a notable inventor based in Mumbai, India. He has made significant contributions to the field of networking through his innovative patent. His work focuses on utilizing advanced neural network techniques to enhance routing efficiency in networks.

Latest Patents

Abhiram Singh holds a patent for "Using graph neural networks to create table-less routers." This patent describes methods and apparatuses for employing a neural network-based model to predict an output port for a destination Internet Protocol (IP) address in a network. The invention involves constructing an untrained model that includes a graph neural network (GNN) and two artificial feed-forward neural networks (ANNs). The model is trained using destination node IP addresses and an adjacency matrix of the network, ultimately allowing for accurate predictions of output ports for destination IP addresses.

Career Highlights

Abhiram Singh is affiliated with the Indian Institute of Technology Bombay, where he continues to advance his research and development in networking technologies. His innovative approach to using neural networks in routing has positioned him as a key figure in this area of study.

Collaborations

Abhiram has collaborated with talented individuals such as Sidharth Sharma and Ashwin Gumaste. Their combined expertise contributes to the advancement of their projects and research initiatives.

Conclusion

Abhiram Singh's work exemplifies the intersection of artificial intelligence and networking, showcasing how innovative approaches can lead to significant advancements in technology. His contributions are paving the way for more efficient networking solutions in the future.