Federated learning with differential privacy for breast cancer diagnosis enabling secure data sharing and model integrity by Shubhi Shukla, Suraksha Rajkumar, Aditi Sinha, Mohamed Esha, Konguvel Elango, Vidhya Sampath

“…Abstract In the digital age, privacy preservation is of paramount importance while processing health-related sensitive information. This paper explores the integration of Federated Learning (FL) and Differential Privacy (DP) for breast cancer detection, leveraging FL’s decentralized architecture to enable collaborative model training across healthcare organizations without exposing raw patient data. …”
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An Introduction to B-Cell Epitope Mapping and In Silico Epitope Prediction by Lenka Potocnakova, Mangesh Bhide, Lucia Borszekova Pulzova

“…Advances in B-cell epitope mapping and computational prediction have yielded molecular insights into the process of biorecognition and formation of antigen-antibody complex, which may help to localize B-cell epitopes more precisely. …”
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SEMANTIC DIFFUSION AS A SEMASIOLOGICAL, CONFLICTOLOGICAL AND LEGAL LINGUISTIC CATEGORY IN THE DIGITAL DIMENSION by Nikolay D. Golev, Anna V. Irkova

“…Further research can be aimed at automation of semantic diffusion analysis process, creating specialized linguistic tools for conducting legal expertise.…”
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Mass spectrometry-based metabolomic as a powerful tool to unravel the component and mechanism in TCM by Guang-Qin Liao, Hong-Mei Tang, Yuan-Di Yu, Li-Zhi Fu, Shuang-Jiao Li, Mai-Xun Zhu

“…However, challenges remain, including the need for improved data processing standardization, database expansion, and understanding of metabolite-gene-protein interactions. …”
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Study on urban ground collapse induced by defective pipelines based on physical model experiments and numerical simulation by Jixiang Guo, Yanjun Zhang, Yuxiang Cheng, Xin Zhang, Haoxin Shi, Jianqiao Zheng, Yongjie Ma

“…A large-scale physical modeling experiment was carried out and a coupled Computational Fluid Dynamics-Discrete Element Method (CFD-DEM) numerical model was proposed. …”
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Migration of digital functional capacity assessments from device resident to cloud-based delivery: Development and convergent validity by Philip D. Harvey, Richard S.E. Keefe, Peter Kallestrup, Sara J. Czaja, Hans Klein, William Horan

“…It is rare to see systematic descriptions of the process of migration and upgrading of technology-related assessments. …”
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A unipolar-driven synaptic transistor for environment-adaptable vision system by Sukwon Jang, Keunho Soh, Chungryeol Lee, Taehyun Nam, Minjae Jang, Jeong-ik Park, Changhyeon Lee, Junhwan Choi, Jung Ho Yoon, Sung Gap Im

“…This work presents the first implementation of a self-adaptive artificial vision system based on a unipolar-driven synaptic device, utilizing a 3 × 3 UDST array to achieve real-time object tracking and adaptive sensory processing without external control or computational peripheral circuits.…”
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Full Key-Recovery Cubic-Time Template Attack on Classic McEliece Decapsulation by Vlad-Florin Drăgoi, Brice Colombier, Nicolas Vallet, Pierre-Louis Cayrel, Vincent Grosso

“… Classic McEliece is one of the three code-based candidates in the fourth round of the NIST post-quantum cryptography standardization process in the Key Encapsulation Mechanism category. …”
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Bio-primed machine learning to enhance discovery of relevant biomarkers by David M. Henke, Alexander Renwick, Joseph R. Zoeller, Jitendra K. Meena, Nicholas J. Neill, Elizabeth A. Bowling, Kristen L. Meerbrey, Thomas F. Westbrook, Lukas M. Simon

“…Traditional statistical methods often fall short in this context, necessitating novel computational approaches that harness the full potential of big data in bioinformatics. …”
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Application of Muscle Synergies for Gait Rehabilitation After Stroke: Implications for Future Research by Jaehyuk Lee, Kimyung Kim, Youngchae Cho, Hyeongdong Kim

“…However, discrepancies in experimental conditions and computational methods have limited the clinical application of these findings. …”
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Prevalence of brachiocephalous arteries lesions at acute aortic dissection of type A by R. K. Dzhordzhikiya, R. V. Akhmetzyanov, R. R. Kamaltdinov, L. M. Mirolyubov

“…Everybody underwent extracranial duplex scanning and/or multispiral computer tomography of neck vessels. The narrowing of the true lumen by 60% and either the occurrence of a stroke or a transient ischemic attack  against  the background of the involvement of brachiocephalous arteries in the process  of  delamination was considered to be a significant defeat. …”
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STEPNet: A Spatial and Temporal Encoding Pipeline to Handle Temporal Heterogeneity in Climate Modeling Using AI: A Use Case of Sea Ice Forecasting by Sizhe Wang, Wenwen Li, Chia-Yu Hsu

“…The learning pipeline is designed for flexibility and extendibility, enabling easy integration of different encoders to process diverse data characteristics and meet computational demands. …”
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Nonuniformity Correction for Variable-Integration-Time Infrared Camera by Nan Chen, Jiqing Zhang, Shengyou Zhong, Zhongshun Ji, Libin Yao

“…First, it eliminates the dependence on integration time in calibration process and dramatically suppresses fixed pattern noise by a large attenuation factor. …”
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Faster Dynamic Graph CNN: Faster Deep Learning on 3D Point Cloud Data by Jinseok Hong, Keeyoung Kim, Hongchul Lee

“…Geometric data are commonly expressed using point clouds, with most 3D data collection devices outputting data in this form. Research on processing point cloud data for deep learning is ongoing. …”
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Polymicrobial Pituitary Abscess Predominately Involving Escherichia coli in the Setting of an Apoplectic Pituitary Prolactinoma by Norman Beatty, Luis Medina-Garcia, Mayar Al Mohajer, Tirdad T. Zangeneh

“…Brain imaging with either computed tomography or magnetic resonance imaging usually reveals intra- or suprasellar lesion(s). …”
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Sampled-data control through model-free reinforcement learning with effective experience replay by Bo Xiao, H.K. Lam, Xiaojie Su, Ziwei Wang, Frank P.-W. Lo, Shihong Chen, Eric Yeatman

“…In the paper, we propose the sampled-data RL control strategy to reduce the computational demand. In the sampled-data control strategy, the whole control system is of a hybrid structure, in which the plant is of continuous structure while the controller (RL agent) adopts a discrete structure. …”
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Integration of Shape Memory Alloy Actuators into Sintered Aluminum Structures via Material Extrusion for Aerospace Applications by Bernardo Alves, Rafael Sousa, Ricardo Coelho, Gonçalo Oliveira, Luís Cacho, Daniel Gatões, Rodolfo Teixeira, Patrícia Freitas Rodrigues

“…This study investigates the integration of nickel–titanium shape memory alloy wires into aluminum-based matrices using a sinter-based material extrusion process, aiming to develop compact actuator systems for aerospace applications. …”
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Enhanced Orthogonal Matching Pursuit Algorithm and Its Application in Mechanical Equipment Fault Diagnosis by Yong Lv, Jie Luo, Cancan Yi

“…The effective signal processing method for early weak fault has attracted much attention and it is of vital importance in mechanical fault monitoring and diagnosis. …”
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Self-supervised change detection of heterogeneous images based on difference algorithms by Jinsha Wu, Shuwen Yang, Yikun Li, Yukai Fu, Zhuang Shi, Yao Zheng

“…Firstly, a combination of phase consistency and a simplified pulse-coupled neural network (PC-SPCNN) is used to fuse the heterogeneous images, and the result is used to compute the difference image (DI). The new DI generation method can generate the standard and exponential difference images. …”
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Assessment of Minimum Support Price for Economically Relevant Non-Timber Forest Products of Buxa Tiger Reserve in Foothills of Eastern Himalaya, India by Trishala Gurung, Avinash Giri, Arun Jyoti Nath, Gopal Shukla, Sumit Chakravarty

“…We recommend increasing the inhabitants’ capacity to collect, store, process, and market NTFPs with active policy, institutional, and infrastructural support.…”
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