Federated Learning Framework Based on Distributed Storage and Diffusion Model for Intrusion Detection on IoT Networks by Ricardo Manzano, Marzia Zaman, Darshana Upadhyay, Nishith Goel, Srinivas Sampalli

“…To address this challenge, we have integrated a diffusion model for data augmentation at each local node, which strengthens model robustness. Furthermore, to protect data privacy at each local node, we utilize transmitting and averaging model parameters instead of raw data. …”
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Enhancing Privacy in IoT-Enabled Digital Infrastructure: Evaluating Federated Learning for Intrusion and Fraud Detection by Amogh Deshmukh, Peplluis Esteva de la Rosa, Raul Villamarin Rodriguez, Sandeep Dasari

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Performance of Computer‐Aided Detection Software in Tuberculosis Case Finding in Township Health Centers in China by Xuefang Cao, Boxuan Feng, Bin Zhang, Dakuan Wang, Jiang Du, Yijun He, Tonglei Guo, Shouguo Pan, Zisen Liu, Jiaoxia Yan, Qi Jin, Lei Gao, Henan Xin

“…In the on‐site evaluation phase, images from 3705 outpatients who underwent chest X‐ray detection were read by JF CXR‐1 v3.0 and local radiologists in parallel. …”
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MSFCN: A Multiscale Feature Correlation Network for Remote Sensing Image Scene Change Detection by Feng Xie, Zhongping Liao, Jianbo Tan, Zhiguo Hao, Shining Lv, Zegang Lu, Yunfei Zhang

“…First, 1-D multiscale local features are obtained by the designed space-channel self-calibration module and multiscale local feature extraction module. …”
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Deep learning for multiclass tumor cell detection in histopathology slides of hereditary diffuse gastric cancer by Robin Lomans, Valentina Angerilli, Joey Spronck, Liudmila L. Kodach, Irene Gullo, Fátima Carneiro, Rachel S. van der Post, Francesco Ciompi

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Adaptive Fuzzy C-Means with logit boost distributed clustering for cancer detection with protein sequences by K. Thenmozhi, M. Pyingkodi, V. S. Prakash, Kripa Josten, S. Manju Priya, J. Vennila

“…In contrast, the AFC-LBDC technique groups similar protein sequences to get better accuracy in cancer detection. Initially, a large protein dataset is divided into ‘C’ number of local clusters using an adaptive Fuzzy C-Means distributed clustering approach. …”
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DC-Mamba: A Novel Network for Enhanced Remote Sensing Change Detection in Difficult Cases by Junyi Zhang, Renwen Chen, Fei Liu, Hao Liu, Boyu Zheng, Chenyu Hu

“…Nevertheless, existing Mamba-based methods lack optimization for complex change areas, making it easy to lose shallow features or local features, which leads to poor performance on challenging detection cases and high-difficulty datasets. …”
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Diosgenin Induces Apoptosis of MCF-7 Cells by Regulating DAXX Subcellular Localization and Activating JNK/p38 Signaling Pathway by Jia WANG, Shilei GAO, Lihan ZHANG, Lu ZHANG, Xu SUN, Huahua LI, Huaimin LIU

“…Nuclear-cytoplasmic-protein separation method was applied to detect the subcellular localization of death associated protein (DAXX). qRT-PCR and Western blot were used to detect the expressions of DAXX and c-Jun N-terminal kinase pathway (JNK)-related proteins. …”
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Long-Term Efficacy of Pembrolizumab and the Clinical Utility of ctDNA in Locally Advanced dMMR/MSI-H Solid Tumors by Michael LaPelusa, Wei Qiao, Bryan Iorgulescu, Francis San Lucas, Keyur Patel, Deepak Bhamidipati, Jane Varkey Thomas, Nancy You, Wai Chin Foo, Dipen Maru, Selvi Thirumurthi, Van Morris, Scott Kopetz, Michael Overman, Kaysia Ludford

“…Abstract Neoadjuvant immunotherapy can induce pathologic complete response (pCR) in patients with localized deficient mismatch repair (dMMR)/microsatellite instability-high (MSI-H) tumors. …”
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Dust detection in western and southwestern Iran based on DAI index algorithm and Modis spectral data by Azar Faryabi, Hamid Reza Matinfar, Seyyed Kazem Alavi Panah, Ali Akbar Norouzi

“…Conclusion: Unlike some of the dust detection algorithms that are carried out using measurements in the infrared thermal band, the advantage of this algorithm to detect dust is the use of spectral scattering, reflection of the surface, and absorption of dust in the air. …”
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A multi-scale enhanced feature fusion model for aircraft detection from SAR images by Guoqing Zhou, Ziqi Zhang, Feng Wang, Qiang Zhu, YueFeng Wang, Ertao Gao, Yufu Cai, Xiao Zhou, Cong Li

“…Secondly, a feature fusion module (FFM) is designed and a multi-scale feature fusion pyramid network (MFFPN) is proposed to integrate the semantic information of different layers. Finally, a global-to-local context aggregation (GLCA) module is built to aggregate global and local information. …”
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Results of complex treatment of patients with locally advanced squamous cell carcinoma of the paranasal sinuses and nasal cavity using induction chemotherapy by T.   I. Dеshkina, L.  V. Bolotina, A.  R. Gevorkov, A.  V. Boyko, A.  L. Kornietskaya, A. P. Polyakov, P.   V. Golubev, R.  S. Sydykova, A. A. Fedenko

“…Evaluation of the effectiveness of induction chemotherapy in patients with locally advanced squamous cell carcinoma of the paranasal sinuses and nasal cavity.Materials and methods. …”
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Capture—Incubate—Release: An Animal‐Friendly Approach to Assess Local Aquatic Macroinvertebrate Species Diversity Through Environmental DNA Metabarcoding by Mandy Sander, Arne J. Beermann, Dominik Buchner, Martina Weiss, Marie‐Thérése Werner, Florian Leese

“…Thus, our study demonstrates that it is possible to detect most locally occurring species via eDNA metabarcoding after shortly incubating them in water. …”
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Detection of Cronobacter sakazakii (Enterobacter sakazakii) in powdered food infants (PIF) and raw milk in Iraq by Baghdad Science Journal

“…This study was conducted to detect C.sakazakii PIF and raw milk. Two hundred samples of PIF were taken from the infected hospital infants who used this type of milk and from the local markets in addition to 16 sample of raw milk were collected. …”
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A Very Long Baseline Interferometry Calibrator Grid at 600 MHz for Fast Radio Transient Localizations with CHIME/FRB Outriggers by Shion Andrew, Calvin Leung, Alexander Li, Kiyoshi W. Masui, Bridget C. Andersen, Kevin Bandura, Alice P. Curtin, Jane Kaczmarek, Adam E. Lanman, Mattias Lazda, Juan Mena-Parra, Daniele Michilli, Kenzie Nimmo, Aaron B. Pearlman, Mubdi Rahman, Vishwangi Shah, Kaitlyn Shin, Haochen Wang, (CHIME/FRB Collaboration)

“…This calibrator grid will enable the precise localization of hundreds of FRBs a year with CHIME/FRB Outriggers.…”
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Effect of dopant-induced local vibration modes on pressure-driven structural phase transition in Mn- and Co-doped ZnO by Chih-Ming Lin, Yi-Jia Tsai, Yi-Sheng Huang, Chia-Hung Hsu, Bo-Shiuan Chen, Ming-Fong Tai, Sheng-Rui Jian, Jenh-Yih Juang

“…These shifts revealed that Zn0.98Mn0.02O undergoes a unique phase transition path compared to pristine and Co-doped ZnO. By connecting local vibrational features to structural evolution at high pressures, this study demonstrates the capability of Raman spectroscopy to detect doping-induced changes in lattice dynamics. …”
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Spatial Spillover Effect and Boundary Detection of County Tourism Economic Growth Promoting Economic Development by Liu Anle, Yang Chengyue, Ming Qingzhong, Wu Fenglin

“…Based on the spatial panel Durbin model double fixed effects test results, it was evident that the growth of county-level tourism economy had a positive effect on the local economic development level. The growth of county-level tourism economy had significantly improved local economic development. …”
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BCS_YOLO: Research on Corn Leaf Disease and Pest Detection Based on YOLOv11n by Shengnan Hao, Erjian Gao, Zhanlin Ji, Ivan Ganchev

“…Frequent corn leaf diseases and pests pose serious threats to agricultural production. Traditional manual detection methods suffer from significant limitations in both performance and efficiency. …”
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Estimating local surface glacier mass balance from migration of the 1918 Katla eruption tephra layer on Sléttjökull, southern Iceland by Wilfried Hagg, Christoph Mayer, Ulrich Münzer, Natalie Barbosa, Hans-Martin Schuler, Matthias Staudacher

“…We use the apparent horizontal shift of an englacial tephra layer outcrop to calculate local glacier mass balance on Sléttjökull, a lobe of Mýrdalsjökull in Southern Iceland. …”
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The Relationship Between the Spatial Occurrence of <i>Leptospira</i> Exposed Animals and the Characteristics of the Peridomiciles They Inhabit in a Locality of Southeastern Mexico by Alejandro Suárez-Galaz, Enrique Reyes-Novelo, Anabel Cruz-Romero, Rodrigo Ramos-Vázquez, Jesús Alonso Panti-May, Hugo Ruiz-Piña, Sokani Sánchez-Montes, Marco Torres-Castro

“…The results revealed that the peridomicile’s characteristics and spatial distribution in the locality help explain the occurrence of <i>Leptospira</i> hosts.…”
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