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20242026
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cs.RO2026

AnchorDream: Repurposing Video Diffusion for Embodiment-Aware Robot Data Synthesis

Junjie Ye, Rong Xue, Basile Van Hoorick +4

The collection of large-scale and diverse robot demonstrations remains a major bottleneck for imitation learning, as real-world data acquisition is costly and simulators offer limi…

cs.RO2026

Duet: Dual-Robot Understanding via Efficient Teaching

Yiqi Zhao, Ruohai Ge, Celina Shiyu Wang +10

Dual-robot collaboration enables tasks that exceed the reach and payload of a single robot, such as collaboratively transporting objects across environments and executing coordinat…

cs.RO2026

RoboDream: Compositional World Models for Scalable Robot Data Synthesis

Junjie Ye, Rong Xue, Basile Van Hoorick +6

Scaling robot learning requires large-scale, diverse demonstrations, yet real-world data collection via teleoperation remains prohibitively expensive and time-consuming. While vide…

cs.RO2026

Fiducial Exoskeletons: Image-Centric Robot State Estimation

Cameron Smith, Basile Van Hoorick, Vitor Guizilini +1

We introduce Fiducial Exoskeletons, an image-based reformulation of 3D robot state estimation that replaces cumbersome procedures and motor-centric pipelines with single-image infe…

cs.RO2025

A Careful Examination of Large Behavior Models for Multitask Dexterous Manipulation

TRI LBM Team, Jose Barreiros, Andrew Beaulieu +79

Robot manipulation has seen tremendous progress in recent years, with imitation learning policies enabling successful performance of dexterous and hard-to-model tasks. Concurrently…