Author

Yu-Mou Liu

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#edge computing Book Open access Nov 2026

Joint Incentive Contract and Assignment Design for Mobile Networked Platforms with Endogenous Supply

Mobile networked platforms such as crowdsensing markets, edge-computing exchanges, vehicular service systems, and sponsored-content programs must coordinate two coupled levers: an assignment rule that decides who serves each request and an incentive contract that determines how realized value is shared. In all four set...

Yu-Mou Liu, Zhen-Zhe Zheng, Jiang Rong et al. · 0 citations

#artificial intelligence Preprint Sep 2026

The Last AI Built by Humans: Toward Genuine Recursive Self-Improvement

This work uses the Headroom-Closed Index (HCI) to reveal the problems of existing LLMs, and introduces the RSI concept and its development roadmap: from improvement-execution autonomy, improvement-strategy autonomy, experience-acquisition autonomy, and environment-adaptation autonomy, to recursive meta-improvement.

Yi-Xiang Duan, Ying Liu, Zi-Rui Tang et al. · 10 citations · ⚡3

Review Jul 2026

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers

OmniOpt supplies the research community with an operational coordinate system for selecting optimizers under explicit mechanism and objective assumptions, and charts a direction for the future development of the optimizer community.

Siyuan Li, Jiabao Pan, Yumou Liu et al. · 0 citations