Three Machine Learning Techniques for Melanoma Cancer Detection by Hadi Naghavipour, GholamReza Zandi, Abdulaziz Al-Nahari

“…In order to mitigate the biases in existing studies, the source code of this research is available at hadi-naghavipour.com/ml to serve aspiring researchers for improvement, correction and learning and provide a guideline for technology manager practitioners.…”
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Adaptive genetic algorithm based deep feature selector for cancer detection in lung histopathological images by Avigyan Roy, Priyam Saha, Nandita Gautam, Friedhelm Schwenker, Ram Sarkar

“…The proposed method shows a promising result with an overall accuracy of 99.75% on the LC25000 dataset, which is a publicly available dataset of lung histopathological images. The source code for this work can be found https://github.com/priyam-03/GA-Feature-Selector-Lung-Cancer .…”
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Automated and Efficient Sampling of Chemical Reaction Space by Minhyeok Lee, Umit V. Ucak, Jinyoung Jeong, Islambek Ashyrmamatov, Juyong Lee, Eunji Sim

“…This approach yields datasets with rich structural and chemical diversity, essential for robust MLIP development. Open‐source code is provided for the entire workflow, facilitating the integration of the approach into existing MLIP development pipelines.…”
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CSW-YOLO: A traffic sign small target detection algorithm based on YOLOv8. by Qian Shen, Yi Li, YuXiang Zhang, Lei Zhang, ShiHao Liu, Jinhua Wu

“…The model achieves precision on par with existing mainstream algorithms, while being simpler, significantly reducing computational requirements, and being more suitable for small target detection tasks. The source code and test results of the models used in this study are available at https://github.com/lyzzzzyy/CSW-YOLO.git.…”
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An approach of method‐level bug localization by Zhen Ni, Lili Bo, Bin Li, Tianhao Chen, Xiaobing Sun, Xiaoxue Wu

“…In this way, the comments of the source code are ignored or treated as plain text, which will lose some semantic information. …”
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A Multiscale CNN-Based Intrinsic Permeability Prediction in Deformable Porous Media by Yousef Heider, Fadi Aldakheel, Wolfgang Ehlers

“…Examples demonstrate the CNN’s ability to accurately predict the permeability tensor in connection with the deformation state through the porosity parameter. A source code has been made available as open access.…”
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COMPARISON OF THE MOST POPULAR OPEN-SOURCE GIS SOFTWARE IN THE FIELD OF LANDSCAPE ECOLOGY by SZEMÁN ISTVÁN

“…We will examine those functions of the programmes that are necessary to produce a complete thematic map, and finally we will emphasize various other important functions of the software to give adequate information for those users who choose open source code GIS tools, for financial reasons or otherwise, to complete a landscape ecology analysis. …”
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Comprehensive Micromagnetic Modeling: Practical Techniques, Applications, and Emerging Challenges by Ahmet Bahadir Trabzon, Taichi Goto, Mehmet Cengiz Onbasli

“…Accompanying Jupyter notebook provide the source code for the examples. Finally, the tutorial addresses micromagnetic modeling limitations in capturing quantum effects, multi-domain couplings, and temperature-dependent phenomena. …”
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Online Machine Learning for Intrusion Detection in Electric Vehicle Charging Systems by Fazliddin Makhmudov, Dusmurod Kilichev, Ulugbek Giyosov, Farkhod Akhmedov

“…These results confirm that online machine learning methods can effectively secure EV charging infrastructures. The source code is publicly available on GitHub, ensuring reproducibility and fostering further research. …”
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DerivaPredict: A User-Friendly Tool for Predicting and Evaluating Active Derivatives of Natural Products by Yu Song, Meng Zhang, Sihao Chang, Ganghui Chu, Hongchao Ji

“…DerivaPredict is freely accessible with a source code on GitHub.…”
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Diagnosis Anthracnose of Chili Pepper Using Convolutional Neural Networks Based Deep Learning Models by Hae-In Kim, Ju-Yeon Yoon, Ho-Jong Ju

“…These findings underscore the effectiveness of transfer learning-based models in plant disease detection, offering practical guidelines for balancing data availability and model performance in agricultural applications. Source code available at https://github.com/smart-able/Anthracnose.git.…”
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Fusing multiplex heterogeneous networks using graph attention-aware fusion networks by Ziynet Nesibe Kesimoglu, Serdar Bozdag

“…We were able to interpret GRAF’s findings utilizing the attention weights. Source code for GRAF is publicly available at https://github.com/bozdaglab/GRAF .…”
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AI-Powered Software Development: A Systematic Review of Recommender Systems for Programmers by Efthimia Mavridou, Eleni Vrochidou, Theofanis Kalampokas, Venetis Kanakaris, George A. Papakostas

“…The information landscapes in software engineering encompass source code and its revision history, a set of explicit instructions for writing, commenting on and running the codes, a set of procedures and routines, and the development environment. …”
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A Unified Approach to Video Anomaly Detection: Advancements in Feature Extraction, Weak Supervision, and Strategies for Class Imbalance by Rui Z. Barbosa, Hugo S. Oliveira

“…The findings set the stage for future advancements, advocating for large-scale pre-training on audio-visual datasets and shifting toward a more integrated, multimodal approach to VADs. Source code of the project available at <uri>https://github.com/zuble/uws4vad</uri>…”
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Sherlock-Genome: an R Shiny application for genomic analysis and visualization by Alyssa Klein, Jun Zhong, Maria Teresa Landi, Tongwu Zhang

“…Availability and implementation The source code and installation instructions for Sherlock-Genome can be accessed via Github https://github.com/xtmgah/Sherlock-Genome . …”
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GNNs surpass transformers in tumor medical image segmentation by Huimin Xiao, Guanghua Yang, Zhuocheng Li, Changhua Yi

“…U-GNN achieves a 6% improvement in Dice Similarity Coefficient (DSC) and an 18% reduction in Hausdorff Distance (HD) compared to state-of-the-art methods. The source code will be released upon paper acceptance.…”
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A Novel Metric based Detection of Temporary Field Code Smell and its Empirical Analysis by Ruchin Gupta, Sandeep Kumar Singh

“…Code smell causes side effects in the source code and impact the code quality. It is beneficial to recognize code smells to improve software quality. …”
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Effective Algorithm for Biomedical Image Segmentation by Zhao Di, Tang Yi, A. B. Gourinovitch

“…Alexandrov National Oncology Center. Access to the source code of the algorithm and additional technical details is available at https://github.com/tyjcbzd/FE-Net.…”
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Noisy Token Removal for Bug Localization: The Impact of Semantically Confusing Misguiding Terms by Youngkyoung Kim, Misoo Kim, Eunseok Lee

“…A bug report is a technical document describing bugs that have occurred in the software. Finding the source code files to resolve a reported bug is a laborious task. …”
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Cell-type annotation with accurate unseen cell-type identification using multiple references. by Yi-Xuan Xiong, Meng-Guo Wang, Luonan Chen, Xiao-Fei Zhang

“…We demonstrate the advantages of mtANN over state-of-the-art methods for unseen cell-type identification and cell-type annotation on two benchmark dataset collections, as well as its predictive power on a collection of COVID-19 datasets. The source code and tutorial are available at https://github.com/Zhangxf-ccnu/mtANN.…”
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