Personalized Federated Learning for Heterogeneous Residential Load Forecasting by Xiaodong Qu, Chengcheng Guan, Gang Xie, Zhiyi Tian, Keshav Sood, Chaoli Sun, Lei Cui

“…However, existing forecasting methods based on FL still face challenges from data heterogeneity and privacy disclosure. …”
Get full text

Diagnostic Accuracy of Contrast-Enhanced Computed Tomography (CECT) and Ultrasonography (USG) in Diagnosing Carcinoma Gallbladder keeping Histopathology the Gold Standard by Raza Haider, Muhammad Qasim Butt, Muhammad Babar Khan, Jamil Salamat Ullah, Mansoor Tariq Azim, Sadia Ibrar Khan

“…Place and Duration of Study: The study was carried out at the Hepatobiliary Unit of the Pak Emirates Military Hospital, Rawalpindi from July 2021 to June 2022. Materials and Methods: USG and CECT scans were used to assess the diagnostic accuracy of Carcinoma Gallbladder. 30 patients, with an average age of 54 years, were part of this study. …”
Get full text

Financial risk forecasting with RGCT-prerisk: a relational graph and cross-temporal contrastive pretraining framework by Liyu Chen, Xiangwei Fan

“…Abstract Financial risk forecasting is critical for the early detection of corporate distress, yet traditional methods and recent deep learning models exhibit notable limitations. …”
Get full text

Molecular Merged Hypergraph Neural Network for Explainable Solvation Gibbs Free Energy Prediction by Wenjie Du, Shuai Zhang, Zhaohui Cai, Xuqiang Li, Zhiyuan Liu, Junfeng Fang, Jianmin Wang, Xiang Wang, Yang Wang

“…Accurately determining the solvation Gibbs free energy ([Formula: see text]) of a molecule in a given solvent requires a deep understanding of the intrinsic relationships between solute and solvent molecules. While deep learning methods have been developed for [Formula: see text] prediction, few explicitly model intermolecular interactions between solute and solvent molecules. …”
Get full text

Suitability of walnut and pistachio shells as soilless substrates for producing Genovese basil in aquaponic systems by Gina P. Suárez-Cáceres, Sandamali Lokuhitige, Nathan T. Kaufman, Alharith Alghaithy, Mikaila B. Hishaw, Irwin R. Donis-Gonzalez, Víctor M. Fernández-Cabanás, Jackson A. Gross

“…These materials offer a promising solution for agri-waste management while advancing circular economy objectives in sustainable agriculture.MethodsThe present study evaluates the performance of crushed walnut shell (CWS) and line-waste pistachio shell (LWPS) as partial to complete replacements for coconut coir (CC) in decoupled aquaponic systems, using Genovese basil (Ocimum basilicum) as a model crop. …”
Get full text

Effect of doped elements X (B, Al, Sn, Co) on binding performance of IDB-X/Diamond interface by Xiaogang JIAN, Wenshan YAO, Yi ZHANG, Xiaowei LIANG, Jibo HU, Zhe CHEN, Maolin CHEN

“…It provides a theoretical reference and basis for further optimizing the formulation of drill bit substrates and improving the interfacial bonding strength between the film and substrate.MethodsThis article uses the CASTEP module of the quantum mechanics computing software Materials Studio to study the influence mechanism of X (X = B, Al, Sn, Co) elements commonly used in IDB on the interfacial bonding performance of CVD diamond coatings on IDB from a microscopic perspective. …”
Get full text