Unlocking potential of open source model training in decentralized federated learning environment by Ekaterina Pavlova, Grigorii Melnikov, Yury Yanovich, Alexey Frolov

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CrowNet: Open Source Modeling and Simulation of Pedestrian-2-X and Crowd Networks by Stefan Schuhback, Christina Maria Mayr, Jorg Ott, Lars Wischhof

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A Systematic Open Source Modeling Method for Energy and Power Systems: Solar PV Application by Peter Munyao Mutuku, Alan L. Leigh Jarvis, Andrew G. Swanson, Mohamed F. Khan

Subjects: “…Open-source modeling…”
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NUMERICAL MODELING OF SWASH ZONE MORPHOLOGICAL PROCESSES IN COARSE-GRAINED BEACHES WITH XBEACH OPEN-SOURCE MODEL by S. Maleki Taghiabad, M. Adjami, A. Ahmadi

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A dynamic open-source model to investigate wake dynamics in response to wind farm flow control strategies by M. Becker, M. Lejeune, P. Chatelain, D. Allaerts, R. Mudafort, J.-W. van Wingerden

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Open-sourced modeling and simulating tools for decision-makers during an emerging pandemic or epidemic – Systematic evaluation of utility and usability: A scoping review update by Rebecca Sophia Lais, Julia Fitzner, Yeon-Kyeng Lee, Verena Struckmann

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Local AI Governance: Addressing Model Safety and Policy Challenges Posed by Decentralized AI by Bahrad A. Sokhansanj

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ZEN-garden: Optimizing energy transition pathways with user-oriented data handling by Jacob Mannhardt, Alissa Ganter, Johannes Burger, Francesco De Marco, Lukas Kunz, Lukas Schmidt-Engelbertz, Paolo Gabrielli, Giovanni Sansavini

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Research on action matching of skeletal point coordinates and sports teaching application based on Open-pose by Shunmin Su

“…This study addresses the challenges of high matching errors and low recognition rates in traditional skeletal point-based human action matching methods, a skeleton point coordinate and human posture action matching technology is studied based on Open-pose open-source model. Based on the Open-pose open source model, we construct a skeletal point coordinate action matching network model, use the feed-forward network for 2D confidence mapping, test it through the loss function, calculate the shortest distance to identify the association affinity domain, and introduce the greedy relaxation algorithm to optimize the accuracy rate of the association matching of multi-body skeletal points; we obtain the skeletal point coordinate parameters through the two-dimensional spatial mapping and use the k-means algorithm to quantify the features of the skeletal point coordinates, and the residuals of the skeletal point coordinates are quantized. …”
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Code summarization based on large model knowledge distillation by YOU Gang, LIU Wenjie, LI Meipeng, SUN Liqun, WANG Lian, TIAN Tieku

“…This paper presents an alternative: we use the example output generated by GPT-3.5 to train an open source model through a process related to knowledge distillation. …”
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Empathy, bias, and data responsibility: evaluating AI chatbots for gender-based violence support by Borja Sanz Urquijo, María López Belloso, Ainhoa Izaguirre-Choperena

“…This study evaluates the performance of three conversational AI models—including a general-purpose Large Language Model (ChatGPT), an open-source model (LLaMA), and a specialized chatbot (AinoAid)—in providing first-line assistance to women affected by GBV. …”
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INFORMATION TECHNOLOGIES IN OPTIMIZING SCIENTIFIC RESEARCH IN THE SPHERE OF THEORETICAL AND APPLIED LINGUISTICS IN THE DIGITAL AGE by M. V. Kamensky

“…An extended classification of linguistic software is provided, on the basis of functionality, cross-platform compatibility, free licensing, and open source model of release. Recommendations are given for the best practices of integrating the corpus management, lexicographic, machine and computer-aided translation, and phonetic software, as well as programming languages with support for natural language processing algorithms, into the linguistic scientific workflow. …”
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Expliciting Contexts: Semantic Knowledge Extraction from Traditional Archival Descriptions by Lucia Giagnolini, Andrea Schimmenti, Paolo Bonora, Francesca Tomasi

“…The most promising results highlighted the potential of Large Language Models (LLMs), leading to the development of a KE pipeline based on the open-source model Llama 3.3. The findings demonstrate a high capacity for extracting biographical events and relationships, achieving a good balance between precision and recall, thus confirming the validity of the approach. …”
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Understanding contraceptive switching rationales from real world clinical notes using large language models by Brenda Y. Miao, Christopher Y. K. Williams, Ebenezer Chinedu-Eneh, Travis Zack, Emily Alsentzer, Atul J. Butte, Irene Y. Chen

“…GPT-4 extracted the contraceptives started and stopped at each switch with microF1 scores of 0.85 and 0.88, respectively, compared to 0.81 and 0.88 for the best open-source model. When evaluated by clinical experts, GPT-4 extracted reasons for switching with an accuracy of 91.4% (2.2% hallucination rate). …”
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The effect of slab touchdown on anticrack arrest in propagation saw tests by P. L. Rosendahl, J. Schneider, G. Bobillier, F. Rheinschmidt, B. Bergfeld, A. van Herwijnen, P. Weißgraeber

“…The analysis is provided in a comprehensive open-source model (<span class="uri">https://github.com/2phi/weac</span>, last access: 11 June 2025).…”
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Open-Source Climate Modeling for Solar and Wind Energy Estimation: Validation with SAM Data and Experimental Measurements by Osama Abdelkawi

“… This study assesses the performance of an open-source model in predicting environmental parameters, with a particular focus on bias as the primary evaluation metric. …”
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The OpenESEA Modeling Language and Tool for Ethical, Social, and Environmental Accounting by Vijanti Ramautar, Sergio España

“…We have developed an open-source, model-driven tool, called openESEA. OpenESEA parses and interprets textual models, that are specified according to a domain-specific language (DSL). …”
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The First Fifth-Generation District Heating and Cooling System in Kazakhstan: Planning and Design by Stanislav Chicherin, Yana Zhuikova, Tatyana Pyanykh, Andrey Zhuikov, Galym Baidyussenov, Saule Abildinova

“…However, none has presented an open-source model incorporating GIS-based decision-making in designing 5GDHC systems. …”
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Assessing minimum energy requirements and emissions for different raw material compositions in clinker production by Natanael Favero Bolson, Shoaib Sarfraz, Michal Drewniok, Anusha Basavaraj, Hisham Hafez, Philip Purnell, Konstantinos Salonitis, Jonathan Cullen

“…To address this gap, we have developed an open-source model that estimates the minimum energy requirements for clinker production based on 3738 raw material compositions. …”
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Development of the Impacts of Cycling Tool (ICT): A modelling study and web tool for evaluating health and environmental impacts of cycling uptake. by James Woodcock, Ali Abbas, Alvaro Ullrich, Marko Tainio, Robin Lovelace, Thiago H Sá, Kate Westgate, Anna Goodman

“…<h4>Methods and findings</h4>The Impacts of Cycling Tool (ICT) is an open source model with a web interface for visualising travel patterns and comparing the impacts of different scenarios of cycling uptake. …”
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