@article{smhbenchbenchmarkingllmagentsforenvironm, title = {SMH-Bench: Benchmarking LLM Agents for Environment-Grounded Reasoning and Action in Smart Homes}, author = {Kuan Li and Shuo Zhang and Huacan Wang and Fangzhou Yu and Zecheng Sheng and Yi Gu and Weipeng Ming and Lei Xue and Chen Liu and Sen Hu and Ronghao Chen and Siyue Lin and Yuqing Hou and Xiaofeng Mou and Yi Xu}, year = {2026}, eprint = {2606.01912}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.01912}, }