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cs.RO2025

Towards Task-Oriented Flying: Framework, Infrastructure, and Principles

Kangyao Huang, Hao Wang, Jingyu Chen +6

Deploying robot learning methods to aerial robots in unstructured environments remains both challenging and promising. While recent advances in deep reinforcement learning (DRL) ha…

cs.RO2025

Transforming Monolithic Foundation Models into Embodied Multi-Agent Architectures for Human-Robot Collaboration

Nan Sun, Bo Mao, Yongchang Li +3

Foundation models have become central to unifying perception and planning in robotics, yet real-world deployment exposes a mismatch between their monolithic assumption that a singl…

cs.RO2025

AssistantX: An LLM-Powered Proactive Assistant in Collaborative Human-Populated Environment

Nan Sun, Bo Mao, Yongchang Li +2

Current service robots suffer from limited natural language communication abilities, heavy reliance on predefined commands, ongoing human intervention, and, most notably, a lack of…

cs.RO2024

Leveraging Large Language Model for Heterogeneous Ad Hoc Teamwork Collaboration

Xinzhu Liu, Peiyan Li, Wenju Yang +2

Compared with the widely investigated homogeneous multi-robot collaboration, heterogeneous robots with different capabilities can provide a more efficient and flexible collaboratio…

cs.RO2024

Demonstrating HumanTHOR: A Simulation Platform and Benchmark for Human-Robot Collaboration in a Shared Workspace

Chenxu Wang, Boyuan Du, Jiaxin Xu +3

Human-robot collaboration (HRC) in a shared workspace has become a common pattern in real-world robot applications and has garnered significant research interest. However, most exi…