ESOMICS: ML-Based Timing Behavior Analysis for Efficient Mixed-Criticality System Design by Vikash Kumar, Behnaz Ranjbar, Akash Kumar

“…This article introduces ESOMICS, a novel scheme, to obtain appropriate WCET for LO modes, in which we propose an ML-based approach for WCET estimation based on the application’s source code analysis and the model training using a comprehensive data set. …”
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A general-purpose code for correlated sampling using batch statistics with MCNP6 for fixed-source problems [version 1; peer review: 2 approved] by Jeffrey A. Favorite

“…Background Correlated sampling can be applied with batch statistics using MCNP6’s tally fluctuation chart (TFC) to reduce the uncertainty of a difference of tallies between a base case and a perturbed case without modifying the source code. The cases are correlated if they are run with the same random number sequence. …”
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Robust sparse smooth principal component analysis for face reconstruction and recognition. by Jing Wang, Xiao Xie, Li Zhang, Jian Li, Hao Cai, Yan Feng

“…Additionally, visualization of the generalized eigenfaces provides intuitive insights into how sparse and smooth constraints influence the feature extraction process. The data and source code from this study have been made publicly available on the GitHub repository: https://github.com/yuzhounh/RSSPCA.…”
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Result Assessment Tool (RAT): empowering search engine data analysis by Sebastian Sünkler, Dirk Lewandowski, Sebastian Schultheiß, Nurce Yagci

“…RAT Backend includes modules for collecting search results, extracting source code, and adding classifiers for automated analysis. …”
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Bayesian network structure learning by opposition-based learning by Baodan Sun, Xinyi Zhang, Junhui Jiang, Jianguang Gong, Dan Lin

“…Experimental results show that the proposed algorithm achieves better performances than other state-of-the-art structure learning algorithms when the sample size is 500. The source code of the paper can be found at this link: https://github.com/sunbaodan-hrbeu/paper_code .…”
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TIBA: A web application for the visual analysis of temporal occurrences, interactions, and transitions of animal behavior. by Nicolai Kraus, Michael Aichem, Karsten Klein, Etienne Lein, Alex Jordan, Falk Schreiber

“…The web application and usage instructions are available at tiba.inf.uni-konstanz.de. The source code is publicly available on GitHub: github.com/LSI-UniKonstanz/tiba.…”
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Trajectory-Based Road Autolabeling With Lidar-Camera Fusion in Winter Conditions by Eerik Alamikkotervo, Henrik Toikka, Kari Tammi, Risto Ojala

“…Our method outperforms recent standalone camera- and lidar-based methods when evaluated with a challenging winter driving dataset, including countryside and suburban driving scenes. The source code is available at <uri>https://github.com/eerik98/lidar-camera-road-autolabeling.git</uri>. …”
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DEGNN: A Deep Learning-Based Method for Unmanned Aerial Vehicle Software Security Analysis by Jiang Du, Qiang Wei, Yisen Wang, Xingyu Bai

“…The binary code similarity analysis method offers a way to analyze drone firmware lacking source code. This paper proposes DEGNN, a novel graph neural network for binary code similarity analysis. …”
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A Multilayer Residual Dendritic Neural Model for Predicting Stroke Prognosis by Yuxi Wang, Haochang Jin, Maocheng Cao, Xiong Xiao, Li Wang

“…Evaluations using one public and two private stroke prognosis datasets demonstrate that RDNM significantly outperforms original DNM and state-of-the-art deep-learning methods, highlighting its potential for clinical applications. Source code is available at <uri>https://github.com/jhc050998/RDNM</uri>.…”
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Defense scheme for the world state based attack in Ethereum by Zhen GAO, Dongbin ZHANG, Xiao TIAN

“…Ethereum is taken as the representative platform of the second generation of blockchain system.Ethereum can support development of different distributed applications by running smart contracts.Local database is used to store the account state (named world state) for efficient validation of transactions, and the state root is stored in the block header to guarantee the integrity of the state.However, some researches revealed that the local database could be easily tempered with, and attackers can issue illegal transactions based on the modified account state to obtain illegitimate benefits.This world-state based security problem was introduced, and the preconditions for attack were analyzed.Compared with the two common security threats under the PoW (proof of work) consensus, it was found that when the attacker controls the same mining computing power, the world-state based attack brought higher risk, and the success rate approached 100%.In order to deal with this threat, a practical scheme for attack detection and defense was proposed accordingly.The secondary verification and data recovery process were added to the Ethereum source code.The feasibility and complexity of the proposed scheme was evaluated with single-machine multi-threading experiments.The proposed scheme improves Ethereum’s tolerance to malicious tampering of account state, and is applicable to other blockchain platforms applying local database for transaction validation, such as Hyperledger Fabric.In addition, the time and computational overhead brought by the proposed scheme are not prominent, so it has good applicability and induces acceptable impact on the performance of original system.…”
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A Benchmark for Multi-Task Evaluation of Pretrained Models in Medical Report Generation by Lin Run, Li Chunxiao, Wang Ruixuan

“…Our findings indicate that medical foundation pre-trained models generally outperform other pre-trained models across all tasks, while natural domain pre-trained models exhibit superior performance in cross-modality tasks. Our source code is available at https://github.com/Reckless0/MT-Med.git.…”
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New experimental techniques for fracture testing of highly deformable materials by E. Dall’Asta, V. Ghizzardi, R. Brighenti, E. Romeo, R. Roncella, A. Spagnoli

“…A comparison with the open source code Ncorr and with some FEM results is also presented. …”
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AICOM-MP: an AI-based monkeypox detector for resource-constrained environments by Tianyi Yang, Tianze Yang, Andrew Liu, Na An, Shaoshan Liu, Xue Liu

“…We have hosted AICOM-MP as a web service to allow universal access to monkeypox screening technology, and open-sourced both the source code and the dataset of AICOM-MP to allow health AI professionals to integrate AICOM-MP into their services.…”
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calibrar: An R package for fitting complex ecological models by Ricardo Oliveros‐Ramos, Yunne‐Jai Shin

“…For more experienced users, calibrar allows the implementation of user‐defined objective functions. The package source code is fully accessible and can be installed directly from CRAN.…”
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Making JavaScript Render Decisions to Optimize Security-Oriented Crawler Process by Onur Aktas, Ahmet Burak Can

“…By utilizing a dataset containing the source code from the main pages of 17,160 websites, our experimental results demonstrate a 20% reduction in execution time compared to full JavaScript rendering, indicating an improvement in resource usage without any significant reduction in coverage. …”
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GestUI: A Model-driven Method and Tool for Including Gesture-based Interaction in User Interfaces by Otto Parra, Sergio España, Oscar Pastor

“…As a result, gesture specifications are now being hard-coded by developers at the source code level that hinders their reusability and portability. …”
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Enhancing configuration security with heterogeneous read points by Xianglong Kong, Qiyu Liu, Wei Huang, Jiayu Du, Hongfa Li, Wen Ji, Fan Zhang

“…Abstract Configuration files are widely used for customizing the status and behavior of cloud systems without modifying source code. The configurable system performs flexibly to meet different requirements. …”
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Arlclustering: an R package for community detection in social networks based on user interaction and association rule learning by Mohamed El-Moussaoui, Mohamed Hanine, Ali Kartit, Tarik Agouti

“…ARLClustering is now available on the CRAN repository, with its source code accessible on GitHub. It serves as a valuable tool for researchers and practitioners, not only enhancing community detection techniques in social network analysis but also introducing a novel approach to uncover hidden communities through experimental studies on real-world social network datasets.…”
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Taxi origin and destination demand prediction based on deep learning: a review by Dan Peng, Mingxia Huang, Zhibo Xing

“…Finally, we provide public datasets and open-source code, along with suggestions for future research directions.…”
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Sonic Boom Impact Assessment of European SST Concept for Milan to New York Supersonic Flight by Giovanni Fasulo, Antimo Glorioso, Francesco Petrosino, Mattia Barbarino, Luigi Federico

“…Aerodynamic numerical simulations were carried out using an open-source code to capture near-field pressure signatures at three critical mission points. …”
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