Author

Jie Liu

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#artificial intelligence Preprint Aug 2026

Deploying and Evaluating a Smart-Agriculture Agentic Engine for Full-Season Soybean Farm Operations

FAIRY is developed to execute and evaluate agentic agronomic operations on full-season spatiotemporal workflows that span ridge preparation, planting, irrigation, fertilization, pest and disease treatment, harvest, grain handling, drying, and storage, and an evaluation suite that combines agentic success, full-path spa...

Ao Qu, Panagiotis Michelakis, Lin-Yuan Han et al. · 0 citations

Open access 2026

Cooperative Task Offloading in Mobile Edge Computing via an Improved MASAC Framework

An adaptive Beta-policy and delayed-update multi-agent soft actor-critic method, abbreviated as ABDMASAC, which uses a Beta policy to model bounded actions and achieves a better overall trade-off than the selected MASAC-backbone and on-policy MARL baselines under the considered simulation settings.

Zheng Yao, Jie Liu, Changjun Deng et al. · Computers, Materials & C... · 0 citations