Dripta Raychaudhuri

Title: Dripta Raychaudhuri: Inventor in Dynamic Multi-Task Architectures.

Introduction

Dripta Raychaudhuri is an inventor associated with Riverside, California. His work includes a patented approach to controllable dynamic multi-task architectures.

Latest Patents

Raychaudhuri is credited with 1 patent, titled “Controllable Dynamic Multi-Task Architectures.” The patent describes systems and methods for generating a hypernetwork designed to be trained across multiple tasks. The method receives a task-preference vector that establishes a hierarchical priority among the tasks, along with a resource constraint represented as a tuple. It identifies tree substructures and corresponding feature modulation for each tuple within an N-stream anchor network, then optimizes a branching-regularized loss function to train an edge hypernet. Finally, it trains a weight hypernet while keeping the anchor network and edge hypernet fixed.

Career Highlights

Raychaudhuri is associated with NEC Corporation. His patent focuses on adapting network architectures to task priorities and resource constraints, offering a structured method for training models across multiple tasks.

Collaborations

Yumin Suh is identified as Raychaudhuri’s coworker.

Conclusion

Dripta Raychaudhuri’s patented work addresses flexible, resource-aware training for multi-task architectures and reflects his association with NEC Corporation.