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cs.RO2025

RoboArena: Distributed Real-World Evaluation of Generalist Robot Policies

Pranav Atreya, Karl Pertsch, Tony Lee +29

Comprehensive, unbiased, and comparable evaluation of modern generalist policies is uniquely challenging: existing approaches for robot benchmarking typically rely on heavy standar…

cs.RO2025

VLA-0: Building State-of-the-Art VLAs with Zero Modification

Ankit Goyal, Hugo Hadfield, Xuning Yang +2

Vision-Language-Action models (VLAs) hold immense promise for enabling generalist robot manipulation. However, the best way to build them remains an open question. Current approach…

cs.RO2025

Omni-Perception: Omnidirectional Collision Avoidance for Legged Locomotion in Dynamic Environments

Zifan Wang, Teli Ma, Yufei Jia +5

Agile locomotion in complex 3D environments requires robust spatial awareness to safely avoid diverse obstacles such as aerial clutter, uneven terrain, and dynamic agents. Depth-ba…

cs.RO2025

Robot Policy Evaluation for Sim-to-Real Transfer: A Benchmarking Perspective

Xuning Yang, Clemens Eppner, Jonathan Tremblay +3

Current vision-based robotics simulation benchmarks have significantly advanced robotic manipulation research. However, robotics is fundamentally a real-world problem, and evaluati…

cs.RO2025

End-to-End Humanoid Robot Safe and Comfortable Locomotion Policy

Zifan Wang, Xun Yang, Jianzhuang Zhao +5

The deployment of humanoid robots in unstructured, human-centric environments requires navigation capabilities that extend beyond simple locomotion to include robust perception, pr…

cs.RO2025

Inference-Time Policy Steering through Human Interactions

Yanwei Wang, Lirui Wang, Yilun Du +6

Generative policies trained with human demonstrations can autonomously accomplish multimodal, long-horizon tasks. However, during inference, humans are often removed from the polic…