A pre-trained deep potential model for sulfide solid electrolytes with broad coverage and high accuracy by Ruoyu Wang, Mingyu Guo, Yuxiang Gao, Xiaoxu Wang, Yuzhi Zhang, Bin Deng, Mengchao Shi, Linfeng Zhang, Zhicheng Zhong

“…Chemical doping has been the most effective strategy for improving ion condictiviy, and atomistic simulation with machine-learning potentials helps optimize doping by predicting ion conductivity for various composition. …”
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SAFER-predictor: Sparse adversarial training framework for robust traffic prediction under missing and noisy data by Yutian Liu, Chengfeng Jia, Soora Rasouli, Jian Gong, Tao Feng, Melvin Wong, Tianjin Huang

“…In the pre-training phase, the model is optimized to capture normal traffic patterns, enhancing predictive performance by understanding standard dynamics without external disruptions. …”
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Hybrid-Pursuit Strategies in Multiple Pursuer-Evader Games Using Reinforcement Learning by Yacun Guan, Wang Xu, Guohua Liu

“…Utilizing a variational autoencoder framework for effective obstacle detection, we integrate the multiagent twin delayed deep deterministic policy gradient algorithm for training pursuers and the proximal policy optimization algorithm for evaders, forming a complete pursuit-evasion strategy. …”
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New design paradigm for federated edge learning towards 6G:task-oriented resource management strategies by Zhiqin WANG, Jiamo JIANG, Peixi LIU, Xiaowen CAO, Yang LI, Kaifeng HAN, Ying DU, Guangxu ZHU

“…The rich data at the edge enables it to serve artificial intelligence model training, and design wireless resource management strategies with the goal of optimizing learning performance (such as optimizing model training time, learning convergence, etc.). …”
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Exploring key factors associated with training quality among elite para-athletes. A qualitative study by Vemund Øvstehage, Silvana Bucher Sandbakk, Jan Kocbach, Øyvind Sandbakk

“…Methodological integrity was ensured through transparency, reflexivity, and member reflection.ResultsSimilar overarching themes emerged for the quality of the training process and specific training sessions: (1) Planning and preparation (with themes such as goal setting, recovery strategies, and equipment optimization), (2) Training execution (with themes such as training load management, awareness, and solution-oriented modification of training), and (3) Coaching and training support (with themes such as trustful coach–athlete relationship, individualized interdisciplinary support, and supportive social and professional networks). …”
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Spatiotemporal masked pre-training for advancing crop mapping on satellite image time series with limited labels by Xiaolei Qin, Haonan Guo, Xin Su, Zhenghui Zhao, Di Wang, Liangpei Zhang

“…The ablation experiments on pre-training, masking strategies, and the STA module validate the effectiveness of our methodological design. …”
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ML-Based Control Strategy for PHEV Under Predictive Vehicle Usage Behaviour by Aleksandr Doikin, Aleksandr Korsunovs, Felician Campean, Oscar García-Afonso, Enrico Agostinelli

“…This paper introduces a novel strategy for an intelligent plug-in hybrid electric vehicle (PHEV) energy optimization strategy based on machine learning (ML) prediction of the upcoming journey, without recourse to navigation or other external data, which underpins many of the existing approaches. …”
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Optimized Data Exchange Process between Design and Production Engineering by A. Kreis, M. Hirz

“…An implementation of optimized development and production processes supports the effective handling of these challenges. …”
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Deephive: A Reinforcement Learning Approach for Automated Discovery of Swarm-Based Optimization Policies by Eloghosa Ikponmwoba, Opeoluwa Owoyele

“…The proposed approach is tested on 50 benchmark optimization functions and compared to the performance of other global optimization strategies. …”
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INTERKULTURELLES TRAINING IM DAF-UNTERRICHT KRITISCHE VORFÄLLE ALS TRAININGSMODELL FÜR ALGERISCHE DAF-STUDIERENDEN by Khaled Brahim

“…Meanwhile there is still indecision about using methods and strategies to acquire intercultural competence in Algerian DaF courses, which raises the question of the availability of appropriate strategies for intercultural training. …”
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Impact of a Structured Social Skills Training Program on Adolescents and Young Adults with Level 1 Autism by Leonardo Zoccante, Sara Sabaini, Erika Rigotti, Sophia Marlene Bonatti, Camilla Lintas, Marco Zaffanello

“…For some individuals, alternative or augmented treatment strategies may be necessary to achieve optimal results.…”
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Methodological Innovation in Evaluating the Cost-Effectiveness of Simulation Training Combining Transfer Effectiveness and Change-Point Analysis by Zhehan Jiang, Hao Hang, Xinyu Wu, Shate Xiang, Shucheng Pan

“…Conclusions The methodological innovation of integrating TER, ITER, isoperformance curves, and change-point analysis offers a new framework for evaluating the cost-effectiveness of simulation training in medical education. The findings highlight the potential for simulation training to reduce the time required to achieve clinical competency and to optimize training strategies.…”
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Biochemical and psychological markers of fatigue and recovery in mixed martial arts athletes during strength and conditioning training by Joanna Ostapiuk-Karolczuk, Hanna Dziewiecka, Patryk Bojsa, Mirosława Cieślicka, Monika Zawadka-Kunikowska, Kaźmierczak Wojciech, Anna Kasperska

“…Future research should explore long-term adaptations, sex-based differences, and targeted recovery strategies to optimize training, performance, and well-being in MMA athletes.…”
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Antioxidant Defense and Redox Signaling in Elite Soccer Players: Insights into Muscle Function, Recovery, and Training Adaptations by Qing Meng, Chun-Hsien Su

“…The analysis also emphasizes the value of using biomarker-guided, periodized antioxidant interventions tailored to training demands. Future directions include longitudinal tracking and the use of AI-assisted monitoring to enable personalized strategies for maintaining redox balance and optimizing performance in elite sport.…”
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Successful Educational Actions for Sustainable Development: A Systematic Review of Training for Employability Development of Vulnerable Groups by Carolina Grau-del-Valle, Lucía Inmaculada Llinares-Insa, Laura García-Raga, Esther Roca-Campos

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Can mechanical load and physiological intensity during gymnastics training explain physical adaptations? an observational study by Ying Zhou, Liuxi Yang

“…Therefore, monitoring strategies that integrate both internal and external load parameters is essential for optimizing specific physical qualities in gymnasts.…”
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Analysis of Combined Strength Training with Small-Sided Games in Football Education Using Machine Learning Methods by Huseyin Guneralp, Hasan Ulas Yavuz, Boran Sekeroglu, Musa Oytun, Cevdet Tinazci

“…These results suggest that integrated training programs may offer more comprehensive benefits and can inform evidence-based decision-making for coaches seeking to optimize physical development in soccer players.…”
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Competence and Training Needs in Infectious Disease Emergency Response Among Chinese Nurses: Cross-Sectional Study by Dandan Zhang, Yong-Jun Chen, Tianxin Cui, Jianzhong Zhang, Si-Ying Chen, Yin-Ping Zhang

“…It is currently necessary to investigate the emergency preparedness of nursing personnel following the COVID-19 pandemic completely liberalized, aiming to identify weaknesses and optimize response strategies. ObjectiveThis study aimed to assess the emergency response competence of nurses, identify their specific training needs, and explore the various elements that impact their emergency response competence. …”
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Measuring Catastrophic Forgetting in Cross-Lingual Classification: Transfer Paradigms and Tuning Strategies by Boshko Koloski, Blaz Skrlj, Marko Robnik-Sikonja, Senja Pollak

“…Cross-lingual transfer leverages knowledge from a resource-rich source language, commonly English, to enhance performance in less-resourced target languages. Two widely used strategies are: Cross-Lingual Validation (CLV), which involves training on the source language and validating on the target language, and Intermediate Training (IT), where models are first fine-tuned on the source language and then further trained on the target language. …”
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Prevention of Hamstring Injuries in Elite Football Players: Exercise and Load Management Strategies by Donggi Kim, Minchul Lee

“…Our findings suggest that eccentric hamstring strength training with high sprint specificity is most effective, with sprint training being the optimal exercise. …”
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