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cs.RO2026

AQUAACT: A Joystick-Level Underwater Teleoperation Dataset and Closed-Loop Benchmark

Zhenqi Wu, Trung Tien Dong, Aditya Penumarti +5

Underwater robots support a growing range of work, from inspecting offshore structures and pipelines to surveying reefs and accompanying divers. Most of these tasks, however, are s…

cs.RO2026

SURGE: Sonar-fUsed Reconstruction and localization via image-gated Graph Estimation

Mohammed Ibrahim M, Vallabh Deogaonkar, Trung Dong +3

Remotely operated vehicles (ROVs) are widely used to explore and inspect underwater environments such as caves, shipwrecks, and submerged infrastructure. These missions require acc…

cs.RO2026

AquaBEV-Nav: Learned BEV Occupancy for Underwater Navigation and Exploration

Trung Tien Dong, Zhenqi Wu, Sahasra Kondapalli +3

Safe underwater exploration requires a robot to understand where surrounding structures are located and which regions are available for motion. Existing vision-based underwater exp…

cs.RO2026

AquaBEV: Monocular Underwater BEV Occupancy with 3D Sonar Supervision

Trung Tien Dong, Shengji Jin, Chen Chen +2

Autonomous underwater robots are widely used for exploration, monitoring, and inspection, where safe navigation depends on understanding the surrounding free and occupied space. Bi…

cs.RO2026

Embodied Foundation Models at the Edge: A Survey of Deployment Constraints and Mitigation Strategies

Utkarsh Grover, Ravi Ranjan, Mingyang Mao +9

Deploying foundation models in embodied edge systems is fundamentally a systems problem, not just a problem of model compression. Real-time control must operate within strict size,…