Spurred by the simultaneous need for data privacy protection and data sharing, federated learning (FL) has been proposed. However, it still poses a risk of privacy leakage in it. This paper, an improved Differe
Early approaches to relation extraction primarily relied on rule-based or statistical methods [5, 20], which leveraged manually crafted linguistic patterns, extraction rules, or kernel functions. While these methods offered interpretability and domain-specific adaptability, they exhibited critical limitations...
The effector functions of the antibody molecules are localized in the constant regions of the two heavy chains. The important effector functions in relation to immune complexes are complement activation and interaction with specific cell receptors, and depend on the isotype of the antibody in the ...
We designed the Precoss neurocomputational model based on the predictive coding framework in which we included theta and gamma oscillatory functions to deal with the continuous nature of natural speech. Although natural sentence comprehension involves many processing steps up to the syntax level, the ...
The peritrophic matrix is a hollow meshwork tube of chitinous fibres cross-linked by proteins which have several well-described functions in insects, such as protecting the gut epithelium against physical damages or infection and compartmentalizing digestive processes, and trapping digestive enzymes and ...
This approach requires deep domain knowledge, and the accurate models are often difficult to construct and solve numerically. In addition, due to the embedded optimization problem for parameter tuning, first principles VFM systems can perform very slowly for large production systems. However, such ...
Genetic interaction profiles are highly informative and helpful for understanding the functional linkages between genes, and therefore have been extensively exploited for annotating gene functions and dissecting specific pathway structures. However, our understanding is rather limited to the relationship between...
These functions are also tested to see if they satisfy the specified constraints on the functional form (in\({{{\mathcal{C}}}\)) and the modeler-specified level of accuracy and complexity (in\({{{\mathcal{M}}}\)). When the models are passed to the reasoning module (along with ...
Our approach allowed recovering genomic functions from genomes that were previously unknown, and which will be pivotal to understand the ecological role of these uncultured flagellates in the ocean. Results and Discussion Limitations of using only one SAG to investigate genomics of marine picoeukaryotes...
The primary functions of N protein are binding to the viral RNA genome, and packing them into a long helical nucleocapsid structure or ribonucleoprotein (RNP) complex [44,45]. In vitro and in vivo experiments revealed that N protein bound to leader RNA, and was critical for maintaining highly...