572 citations · 2k across the 59 of their papers we have counts for
14 papers · 1 filter
Coverage Control in Multi-Robot Systems via Graph Neural Networks
Walker Gosrich, Siddharth Mayya, Rebecca Li +4
This paper develops a decentralized approach to mobile sensor coverage by a multi-robot system. We consider a scenario where a team of robots with limited sensing range must positi…
Beyond Robustness: A Taxonomy of Approaches towards Resilient Multi-Robot Systems
Amanda Prorok, Matthew Malencia, Luca Carlone +3
Robustness is key to engineering, automation, and science as a whole. However, the property of robustness is often underpinned by costly requirements such as over-provisioning, kno…
Infrastructure Node-based Vehicle Localization for Autonomous Driving
Elijah S. Lee, Ankit Vora, Armin Parchami +3
Vehicle localization is essential for autonomous vehicle (AV) navigation and Advanced Driver Assistance Systems (ADAS). Accurate vehicle localization is often achieved via expensiv…
Robust Multi-Robot Active Target Tracking Against Sensing and Communication Attacks
Lifeng Zhou, Vijay Kumar
The problem of multi-robot target tracking asks for actively planning the joint motion of robots to track targets. In this paper, we focus on such target tracking problems in adver…
Defending a Perimeter from a Ground Intruder Using an Aerial Defender: Theory and Practice
Elijah S. Lee, Daigo Shishika, Giuseppe Loianno +1
The perimeter defense game has received interest in recent years as a variant of the pursuit-evasion game. A number of previous works have solved this game to obtain the optimal st…
Importance Sampling based Exploration in Q Learning
Vijay Kumar, Mort Webster
Approximate Dynamic Programming (ADP) is a methodology to solve multi-stage stochastic optimization problems in multi-dimensional discrete or continuous spaces. ADP approximates th…