An adaptive dual distillation framework for efficient remaining useful life prediction by Xiang Cheng, Jun Kit Chaw, Shafrida Sahrani, Mei Choo Ang, Saraswathy Shamini Gunasekaran, Moamin A. Mahmoud, Halimah Badioze Zaman, Yanfeng Zhao, Fuchen Ren

“…Notably, the student model achieves a 5.34-fold compression rate, reducing parameters by 83%, while maintaining or exceeding the performance of the LSTM teacher model. …”
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Investigation of the Influence of Formulation Method on Technological Parameters of Gramicidin S and β-cyclodextrin Inclusion Complexes by A. A. Drannikov, I. S. Vatlin, M. E. Trusova, A. Di Martino, S. V. Krivoshchekov, A. M. Guriev, M. V. Belousov

“…The obtained results could provide valuable information for the development of new gramicidin S buccal formulations, which are more consistent in the "Uniformity of dosage" and allow to avoid the use of lactose and sucrose as excipients.…”
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Professional educators’ experiences teaching internationally educated nurses attending bridging programs: a qualitative interview study by Anna-Maria Sarstrand Marekovic, Emina Hadziabdic, Päivi Juuso, Kristiina Heikkilä

“…For the second main theme, three sub-themes were identified: compressed time in bridging programs, lack of resources for a time-consuming education and bridging programs as competition for resources. …”
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Organizational approaches to prevent bedsores by A. V. Kapshytar

“…The work is based on the prevention of bedsores in the surgical department of Zaporozhye PU «City Clinical Hospital № 2» and literature information. Results and discussion. Fundamental factor for the successful prevention of bedsores is to prevent compression of the skin and subcutaneous fat, which is achieved by changing the position of the patients in bed every 2 hours. …”
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A MultiScale Coordinate Attention Feature Fusion Network for Province-Scale Aquatic Vegetation Mapping From High-Resolution Remote Sensing Imagery by Yuzhe Wang, Yunfei Sun, Peng Zhang, Yanlan Wu, Hui Yang

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HCRP-YOLO: A lightweight algorithm for potato defect detection by Haojie Liao, Guanping Wang, Siyu Jin, Yan Liu, Wei Sun, Sen Yang, Lu Wang

“…Secondly, the CCFM design paradigm is applied to the neck network, which is lightweight and can better handle cross-scale feature information to improve the detection ability of small objects. …”
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Spatial disparities of population aging in Shenzhen: from China’s Hukou perspective by Qing Luo, Zhuoying Li, Yuanjun Li, Yunhao Yang, Jiaxin Liu, Guangbo Liu, Huayi Wu

“…ObjectiveAs China’s youngest city with immigrants constituting 66% of its population, Shenzhen is paradoxically facing accelerated and compressed demographic aging. Although its overall aging rate remains below the international aging society threshold, the city confronts unique challenges as a migrant receiving metropolis without domestic precedents. …”
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Surgical treatment of hand vascular anomalies: A case report by Kozarski Jefta, Pavlović Dragomir, Šijan Goran, Cvetanović Srđan, Stanković Goran

“…The clinical picture of hand vascular anomalies is dominated by the symptoms of compression of neurovascular structures (paresthesia, intense hand pain, swollen fingers). …”
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Hierarchical structure Fe@CNFs@Co/C elastic aerogels with intelligent electromagnetic wave absorption by Hongwei Zhou, Ying Lin, Yongzhen Ma, Luyao Han, Zhixin Cai, Yan Cheng, Qibin Yuan, Wenhuan Huang, Haibo Yang, Renchao Che

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Flower Automata Pattern-Based Discrimination of Fibromyalgia From Control Subjects Using Fusion of Sleep EEG and ECG Signals by Prabal Datta Barua, Makiko Kobayashi, Sengul Dogan, Mehmet Baygin, Turker Tuncer, Jose Kunnel Paul, Thomas Iype, U. R. Acharya

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Analog parallel processor for broadband multifunctional integrated system based on silicon photonic platform by Na Qian, Defu Zhou, Haowen Shu, Ming Zhang, Xingjun Wang, Daoxin Dai, Xiao Deng, Weiwen Zou

“…Abstract Sharing the hardware platform between diverse information systems to establish full cooperation among different functionalities has attracted substantial attention. …”
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Lightweight YOLOv8s-Based Strawberry Plug Seedling Grading Detection and Localization via Channel Pruning by CHEN Junlin, ZHAO Peng, CAO Xianlin, NING Jifeng, YANG Shuqin

“…However, through meticulous fine-tuning, the model's feature expression capabilities were restored, compensating for the information loss caused by pruning. Experimental results demonstrated that the fine-tuned model not only maintained high detection accuracy but also achieved significant reductions in FLOPs (86.3%) and parameter count (95.4%). …”
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Automatic Identification of High-Quality Channels in Distributed Acoustic Sensing Through Implementation of a Channel Quality Index by Tatiana Rodriguez, Aleix Segui, Arantza Ugalde, Melania Cubas Armas, Hugo Latorre, Sergi Ventosa, Tony Monfret

“…It also provides a mechanism to quantify information loss in data compression strategies, ensuring critical seismic signals are preserved. …”
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Cosmology with One Galaxy: Autoencoding the Galaxy Properties Manifold by Amanda Lue, Shy Genel, Marc Huertas-Company, Francisco Villaescusa-Navarro, Matthew Ho

“…We achieve this by using an autoencoder with an information-ordered bottleneck, a neural layer with adaptive compression, to perform dimensionality reduction on individual galaxy properties from CAMELS simulations, which are run with various combinations of cosmological and astrophysical parameters. …”
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Design of an Integrated Model Combining CycleGAN, PPO, and Vision Transformer for Adaptive Scene Rendering in the Metaverse by Durga Prasad Kavadi, Kailash Chandra Mishra, Sai Babu Veesam, Mudimela Madhusudhan, Palacharla Ravi Kumar, Pannangi Naresh, Yuvaraju Chinnam

“…ViT uses attention-based rendering, providing better visualization to user-centric areas, and BYOL does self-supervised scene understanding and compression, maintaining important information though reducing the bandwidth usage. …”
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GPC-YOLO: An Improved Lightweight YOLOv8n Network for the Detection of Tomato Maturity in Unstructured Natural Environments by Yaolin Dong, Jinwei Qiao, Na Liu, Yunze He, Shuzan Li, Xucai Hu, Chengyan Yu, Chengyu Zhang

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4SQR-Code: A 4-state QR code generation model for increasing data storing capacity in the Digital Twin framework by Ababil Islam Udoy, Muhammad Aminur Rahaman, Md. Jahidul Islam, Anichur Rahman, Zulfiqar Ali, Ghulam Muhammad

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Evolution of Sedimentary Facies of the Ordovician-Silurian Transition and Its Response to the Guangxi Movement in Southern Sichuan Basin, China by Guoyou Fu, Zhensheng Shi, Meng Zhao, Qun Zhao, Tianqi Zhou, Ling Qi, Pengfei Wang

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Next-Generation Text Summarization: A T5-LSTM FusionNet Hybrid Approach for Psychological Data by Bilal Khan, Muhammad Usman, Inayat Khan, Jawad Khan, Dildar Hussain, Yeong Hyeon Gu

“…Automatic text summarization (ATS) has developed as a vital method for compressing massive amounts of textual content into concise and useful summaries, to retrieve more effective and useful information. …”
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ECDSA-based tamper detection in medical data using a watermarking technique by Rupa Ch, Naga Vivek K, Gautam Srivastava, Reddy Gadekallu

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