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20242026
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cs.RO2025

Affordance RAG: Hierarchical Multimodal Retrieval with Affordance-Aware Embodied Memory for Mobile Manipulation

Ryosuke Korekata, Quanting Xie, Yonatan Bisk +1

In this study, we address the problem of open-vocabulary mobile manipulation, where a robot is required to carry a wide range of objects to receptacles based on free-form natural l…

cs.RO2025

RobotArena : Scalable Robot Benchmarking via Real-to-Sim Translation

Yash Jangir, Yidi Zhang, Pang-Chi Lo +7

The pursuit of robot generalists, agents capable of performing diverse tasks across diverse environments, demands rigorous and scalable evaluation. Yet real-world testing of robot…

cs.RO2025

RAVEN: Resilient Aerial Navigation via Open-Set Semantic Memory and Behavior Adaptation

Seungchan Kim, Omar Alama, Dmytro Kurdydyk +5

Aerial outdoor semantic navigation requires robots to explore large, unstructured environments to locate target objects. Recent advances in semantic navigation have demonstrated op…

cs.RO2025

Towards Embodiment Scaling Laws in Robot Locomotion

Bo Ai, Liu Dai, Nico Bohlinger +7

Cross-embodiment generalization underpins the vision of building generalist embodied agents for any robot, yet its enabling factors remain poorly understood. We investigate embodim…

cs.RO2024

RLDG: Robotic Generalist Policy Distillation via Reinforcement Learning

Charles Xu, Qiyang Li, Jianlan Luo +1

Recent advances in robotic foundation models have enabled the development of generalist policies that can adapt to diverse tasks. While these models show impressive flexibility, th…