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Tianrui Li

2 papers indexed

arxivcs.NI2026-07-08

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks

Junjie Wu, Lingjian Zhou, Zerui Shao, Yi Zou, Tianrui Li, Yi Zhang, et al.

The gradual deployment of Wi-Fi 7/8 multi-link operation (MLO) will lead to long-term coexistence between legacy non-MLO stations (STAs) and MLO-capable STAs in WLANs. This mixed deployment makes throughput optimization challenging because legacy STAs follow single-link contentio…

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arxivcs.LGcs.AI2026-07-06

Machine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based Methodology

Bin Wang, Shuo Lian, Yuanyuan Hou, Dexian Wang, Peilan He, Feng Hong, et al.

Depression screening from large-scale behavioral data is challenged by fragmented circadian indicators, limited interpretability, and the lack of intervention-oriented analysis. Existing approaches typically analyze sleep, activity, and social behaviors in isolation, failing to c…

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