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From the 1 of 9 linked papers with an AI index.

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20242026
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cs.RO2026

AIR-VLA+: Decoupling Movement and Manipulation via Cascaded Dual-Action Decoders with Asymmetric MoE for Aerial Robots

Jianli Sun, Bin Tian, Qiyao Zhang +6

Aerial manipulation systems have long suffered from representation coupling in end-to-end control, as platform-level Unmanned Aerial Vehicle (UAV) movement and end-effector-level a…

cs.RO2026

MTDrive: Multi-turn Interactive Reinforcement Learning for Autonomous Driving

Xidong Li, Mingyu Guo, Chenchao Xu +5

Trajectory planning is a core task in autonomous driving, requiring the prediction of safe and comfortable paths across diverse scenarios. Integrating Multi-modal Large Language Mo…

cs.RO2025

DARTS: A Drone-Based AI-Powered Real-Time Traffic Incident Detection System

Bai Li, Achilleas Kourtellis, Rong Cao +3

Rapid and reliable incident detection is critical for reducing crash-related fatalities, injuries, and congestion. However, conventional methods, such as closed-circuit television,…

cs.RO2025

The Better You Learn, The Smarter You Prune: Towards Efficient Vision-language-action Models via Differentiable Token Pruning

Titong Jiang, Xuefeng Jiang, Yuan Ma +7

We present LightVLA, a simple yet effective differentiable token pruning framework for vision-language-action (VLA) models. While VLA models have shown impressive capability in exe…

cs.RO2025

UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility

Yonglin Tian, Fei Lin, Yiduo Li +11

Low-altitude mobility, exemplified by unmanned aerial vehicles (UAVs), has introduced transformative advancements across various domains, like transportation, logistics, and agricu…