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#uav

3 curated events
papersTODAY 04:00 UTC

MulRobBench benchmark tests safety compliance of multimodal UAV agents

Researchers introduce MulRobBench, a decision-level benchmark for evaluating whether multimodal uncrewed aerial vehicle agents follow safety and security policies. The benchmark targets IoT-enabled smart-city scenarios where UAVs act as autonomous decision makers facing degraded sensor input and ambiguous instructions. It measures how well existing systems respect operational rules under such conditions.

benchmark/uav/safety/agents
papersSEP 10 04:00 UTC

Decision Transformer applied to UAV-mounted RIS-assisted dynamic D2D communications

A new arXiv paper proposes using a decision transformer to control a reconfigurable intelligent surface mounted on a UAV to support device-to-device links whose activation is stochastic. The approach models UAV motion and attitude along with time-varying Rician channel angles, adapting the surface configuration as conditions change.

transformers/reinforcement-learning/wireless/uav
papersSEP 10 04:00 UTC

Reinforcement Learning Method Targets Stable Vision-Guided UAV Servoing

An arXiv paper (cross-listed to cs.LG) studies long-horizon UAV control driven by camera input, addressing problems like unreliable policy training, overly risky exploration behavior, and the heavy compute cost of processing raw imagery. The approach relies on compact visual cues centered on the target to make learning more stable and practical.

reinforcement-learning/uav/robotics/computer-vision