4 papers
Modeling and Optimal Control of Thermal Environment in Pig Houses
Mingxin Wei, Jinrui Zhang, Peter Groot Koerkamp +2
The management of thermal environments in pig farming is crucial for optimizing animal health, productivity, and operational energy efficiency. This study introduces a novel therma…
Trading with the Devil: Risk and Return in Foundation Model Strategies
Jinrui Zhang
Foundation models - already transformative in domains such as natural language processing - are now starting to emerge for time-series tasks in finance. While these pretrained arch…
-FedHT: Stepsize-Aware Hard-Threshold Gradient Compression in Federated Learning
Rongwei Lu, Yutong Jiang, Jinrui Zhang +4
Gradient compression can effectively alleviate communication bottlenecks in Federated Learning (FL). Contemporary state-of-the-art sparse compressors, such as Top-, exhibit high…
Differential Informed Auto-Encoder
Jinrui Zhang
In this article, an encoder was trained to obtain the inner structure of the original data by obtain a differential equations. A decoder was trained to resample the original data d…