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Jennifer Gielis

3 accepted papers

2024

CoViS-Net: A Cooperative Visual Spatial Foundation Model for Multi-Robot Applications

CoRL 2024poster

Autonomous robot operation in unstructured environments is often underpinned by spatial understanding through vision. Systems composed of multiple concurrently operating robots additionally require access to frequent, accurate and reliable pose estimates. Classical vision-based methods to regress re…

Cited by 4SourceScholar
2024

SO(2)-Equivariant Downwash Models for Close Proximity Flight

RA-L 2024

Multirotors flying in close proximity induce aerodynamic wake effects on each other through propeller downwash. Conventional methods have fallen short of providing adequate 3D force-based models that can be incorporated into robust control paradigms for deploying dense formations. Thus, <italic xmln

Cited by 13SourceScholar
2022

A Framework for Real-World Multi-Robot Systems Running Decentralized GNN-Based Policies

ICRA 2022poster

Graph Neural Networks (GNNs) are a paradigm-shifting neural architecture to facilitate the learning of complex multi-agent behaviors. Recent work has demonstrated remarkable performance in tasks such as flocking, multi-agent path planning and cooperative coverage. However, the policies derived throu…

Cited by 57SourceScholar