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20242026
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cs.RO2026

BAT-Nav: Belief-Based Arbitration and Termination via Remaining Discoverability in Multi-Goal Semantic Navigation

Xi Lin, Kangyi Wu, Jiayi Li +3

Multi-goal semantic navigation couples searches through a shrinking horizon: effort spent on one request can make another effectively undiscoverable. Discoverability therefore depe…

cs.RO2025

DRACo-SLAM2: Distributed Robust Acoustic Communication-efficient SLAM for Imaging Sonar EquippedUnderwater Robot Teams with Object Graph Matching

Yewei Huang, John McConnell, Xi Lin +1

We present DRACo-SLAM2, a distributed SLAM framework for underwater robot teams equipped with multibeam imaging sonar. This framework improves upon the original DRACo-SLAM by intro…

cs.RO2024

Distributional Reinforcement Learning based Integrated Decision Making and Control for Autonomous Surface Vehicles

Xi Lin, Paul Szenher, Yewei Huang +1

With the growing demands for Autonomous Surface Vehicles (ASVs) in recent years, the number of ASVs being deployed for various maritime missions is expected to increase rapidly in…

cs.RO2024

Multi-Robot Autonomous Exploration and Mapping Under Localization Uncertainty with Expectation-Maximization

Yewei Huang, Xi Lin, Brendan Englot

We propose an autonomous exploration algorithm designed for decentralized multi-robot teams, which takes into account map and localization uncertainties of range-sensing mobile rob…

cs.RO2024

Decentralized Multi-Robot Navigation for Autonomous Surface Vehicles with Distributional Reinforcement Learning

Xi Lin, Yewei Huang, Fanfei Chen +1

Collision avoidance algorithms for Autonomous Surface Vehicles (ASV) that follow the Convention on the International Regulations for Preventing Collisions at Sea (COLREGs) have bee…