Search Results for author: Saurav Agarwal

Found 3 papers, 1 papers with code

LPAC: Learnable Perception-Action-Communication Loops with Applications to Coverage Control

1 code implementation10 Jan 2024 Saurav Agarwal, Ramya Muthukrishnan, Walker Gosrich, Vijay Kumar, Alejandro Ribeiro

Coverage control is the problem of navigating a robot swarm to collaboratively monitor features or a phenomenon of interest not known a priori.

Imitation Learning

Asynchronous Perception-Action-Communication with Graph Neural Networks

no code implementations18 Sep 2023 Saurav Agarwal, Alejandro Ribeiro, Vijay Kumar

A fundamental challenge in decentralized PAC systems is to decide what information to communicate with the neighboring robots and how to take actions while utilizing the information shared by the neighbors.

Computational Efficiency

Reinforcement Learning for Agile Active Target Sensing with a UAV

no code implementations16 Dec 2022 Harsh Goel, Laura Jarin Lipschitz, Saurav Agarwal, Sandeep Manjanna, Vijay Kumar

Active target sensing is the task of discovering and classifying an unknown number of targets in an environment and is critical in search-and-rescue missions.

reinforcement-learning Reinforcement Learning (RL)

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