Context-Aware Gene Embedding Pipeline (CGEP): An Accessible, Regulatory-Region-Inclusive Embedding Framework for Interpretable Disease-Agnostic Prediction by Twaha Ahmed Minai, Zubair Ahmed Shaikh, Asim Imdad Wagan, M. Kamran Azim, Syed Muhammad Muaz, Muhammad Shoaib Siddiqui

“…In this study, we propose a novel Gene Embedding Pipeline (CGEP) designed to address critical limitations in genomic deep learning by integrating both functional and regulatory genomic contexts. Unlike conventional approaches, our framework prioritizes disease-associated genes identified through contribution analysis (validated via a breast cancer case study) while remaining extensible to all pathologies with patient-derived FASTA sequences. …”
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Perception and Interpretation of Contrastive Pitch Accent During Spoken Language Processing in Autistic Children by Pumpki Lei Su, Duane G. Watson, Stephen Camarata, James Bodfish

“…Twenty-four autistic children and 24 neurotypical children aged 8 to 14 completed an AX same–different task and a visual-world paradigm task to assess their ability to perceive and interpret contrastive pitch accent. …”
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Experiments on the application of the infrasound method of remote monitoring of snow avalanches in the Khibiny Mountains by A. V. Fedorov, I. S. Fedorov, V. E. Asming, A. Yu. Motorin

“…The Kola Branch of the Geophysical Service of the Russian Academy of Sciences initiateddeveloping a hardware and software package for the avalanche monitoring. The main function of this complex is the registration of seismic and infrasound signals. …”
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Regulation of working memory switches from striatal dopamine D2-receptor to D1-receptor neurons under high cognitive load. by Xing-Jun Chen, Fei Li, Xinyue Zhao, Long Chen, Jin Xue, Zhimo Yao, Zuobin Gan, Xiaoyue Lian, Zhenghao Liu, Luyao Tong, Qingshan Yan, Linan Qiu, Qin Wang, Jiang-Fan Chen, Zhihui Li

“…Working memory (WM) is a fundamental cognitive function crucial adaptive behavior. The intricate interplay between the frontal cortex and striatum in governing WM maintenance and updating remains a central question. …”
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Classification of Continuous Sky Brightness Data Using Random Forest by Rhorom Priyatikanto, Lidia Mayangsari, Rudi A. Prihandoko, Agustinus G. Admiranto

“…Some misclassifications exist, but the classification results are considerably good as indicated by posterior distributions of the sky brightness as a function of classes. Data classified as class-4 have sharp distribution with typical full width at half maximum of 1.5 mag/arcsec2, while distributions of class-2 and -3 are left skewed with the latter having lighter tail. …”
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Small object detection algorithm based on improved YOLOv10 for traffic sign by Yukang Zou, Scarlett Liu

“…Traffic sign detection (TSD) is a critical task in intelligent transportation systems (ITS) and autonomous driving, facing challenges such as complex backgrounds and small-scale objects. …”
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Intelligent Detection and Recognition of Marine Plankton by Digital Holography and Deep Learning by Xianfeng Xu, Weilong Luo, Zhanhong Ren, Xinjiu Song

“…For randomly selected samples of Copepods, Tunicates and Polychaetes, the results are ideal and acceptable, and a batch detection function is developed for the learning of the system. …”
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Principles for determining effective parameters for organizing train traffic in suburban-urban traffic, taking into account the differentiation of service classes by A. F. Borodin, I. F. Mustafin, K. Yu. Nikolaev

“…Relevant constraints for the task, due to the resources of the railway infrastructure and rolling stock, have been determined. …”
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Synergizing transformer-based models and financial sentiment analysis: A framework for generative AI in economic decision-making by Nouri Hicham, Nassera Habbat

“…The model is trained with a cross-entropy loss function and fine-tuned using Few-shot Learning, Chain-of-Thought reasoning, and ReAct strategies, ensuring computational efficiency. …”
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HIGH PERFORMANCE TAPS FOR CUTTING THREADS IN DIFFICULT TO MACHINE MATERIALS by M. R. Akhmedova, R. V. Guseynov

“…This article explores in detail questions of instrument operation function of tapping internal threads in hard materials. …”
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Hybrid Supervised and Reinforcement Learning for Motion-Sickness-Aware Path Tracking in Autonomous Vehicles by Yukang Lv, Yi Chen, Ziguo Chen, Yuze Fan, Yongchao Tao, Rui Zhao, Fei Gao

“…Simultaneously, the RL architecture integrates a passenger MS mechanism into a multi-objective reward function. This design enhances model robustness and control performance, achieving both high-precision tracking and passenger comfort optimization. …”
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Mathematical model of the formation and development of wave-shaped rail wear when an electric locomotive operates in the traction mode in tangent sections of the track by A. Ya. Kogan

“…The paper presents a mathematical model of the formation and development of wave-shaped rail wear. The task of estimating vertical wear of the rail head under the axles of electric locomotives passing in the traction mode is considered. …”
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Low resolution remote sensing object detection with fine grained enhancement and swin transformer by Zhijing Xu, Xin Wang, Kan Huang, Ren Chen

“…Finally, we incorporate the Shape-IoU loss function to optimize bounding box regression, significantly improving small target detection accuracy while maintaining computational efficiency. …”
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Robotic Assistant for Object Recognition Using Convolutional Neural Network by Sunday Oluyele, Ibrahim Adeyanju, Adedayo Sobowale

“…This study addressed and provided solutions to the limitations offered by recent solutions by introducing a Convolutional Neural Network (CNN) object recognition system integrated into a mobile robot designed to function as a robotic assistant for visually impaired persons. …”
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A Coverage-Based Cooperative Detection Method for CDUAV: Insights from Prediction Error Pipeline Modeling by Jiong Li, Xianhai Feng, Yangchao He, Lei Shao

“…Next, we analyze target acquisition scenarios during guidance handover and reformulate the collaborative detection problem as a field-of-view (FOV) coverage optimization task on a two-dimensional detection plane. This framework incorporates the target HPR and the seeker detection FOV models, with an objective function defined for coverage optimization. …”
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Investigation into safety regulation of entertainment venues based on big data label analysis by Zixuan Li, Chengli Wang

“…The K-means clustering algorithm is particularly suitable for this task due to its efficiency in handling large-scale data, strong scalability, and ability to quickly and effectively group network nodes based on a defined objective function. …”
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Review on eye-hand span in sight-reading of music by Joris Perra, Bénédicte Poulin-Charronnat, Thierry Baccino, Véronique Drai-Zerbib

“…In a sight-reading task, the position of the eyes on the score is generally further ahead than the note being produced by the instrument. …”
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Swarm intelligence based classification rule induction (CRI) framework for qualitative and quantitative approach: An application of bankruptcy prediction and credit risk analysis by J. Uthayakumar, T. Vengattaraman, P. Dhavachelvan

“…The proposed method is successfully applied and the performance analysis prove that ant-miner method is better than existing classifiers namely Logistic Regression (LR), Multilayer Perceptron (MLP), Random Forest (RF) and Radial Basis Function (RBF) in terms of various performance analysis factors. …”
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Correction of Disturbances Influence on Results of Elongated Objects's Probe Microscopy Using Predictive Relief Estimates by P. V. Gulyaev

“…The formation of predictive images enhances the sharpness of objects and increases the probability of their correct selection using methods based on the analysis of changes in the brightness function.…”
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Concepts and types of administrative and legal means of ensuring economic security by the National Police of Ukraine by V. V. Tolochko

“…The author has revealed the significance of administrative and legal means for ensuring the implementation of the security function of the state in the whole and administrative and legal protection, in particular, which became the basis for outlining the forms of administrative and legal protection in the context of its implementation through the realization of administrative and legal means. …”
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