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#aerial-robotics

Speaking the Navigator's Language: Trajectory-Grounded Instruction Translation for Frozen Aerial VLN Agents

arXiv cs.AI ↗ · 2026-10-09 Cached

论文提出轨迹接地指令翻译器(TGIT),在冻结的空中VLN导航器前端将简短的用户意图指令翻译为可执行命令,解决训练指令与部署指令之间的"指令差距",将真实人类指令上的成功率从11.33%提升至32.51%。

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#aerial-robotics

Zero-Shot Mission-Level Evaluation for Aerial MLLM Agents

arXiv cs.CL ↗ · 2026-07-27 Cached

MissionBench is a new benchmark for evaluating multimodal large language models (MLLMs) on long-horizon embodied tasks in aerial 3D environments, revealing that even the best models succeed on fewer than 35% of missions compared to 84.4% human performance.

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