LatentPINNs: Generative physics-informed neural networks via a latent representation learning by Mohammad H. Taufik, Tariq Alkhalifah

“…Motivated by the recent progress on generative models, we promote using latent diffusion models to learn compressed latent representations of the distribution of PDE parameters as they act as input parameters for NN functional solutions. …”
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An Adaptive 24 GHz PSO-Based Optimized VCO in Next-Generation Wireless Sensor Networks by Khizra Tariq, Unal Aras, Tahesin Samira Delwar, Muhammad Nadeem Ali, Yangwon Lee, Jee-Youl Ryu, Byung-Seo Kim

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Photovoltaic Power Generation Forecasting Based on Secondary Data Decomposition and Hybrid Deep Learning Model by Liwei Zhang, Lisang Liu, Wenwei Chen, Zhihui Lin, Dongwei He, Jian Chen

“…Accurate forecasting of photovoltaic (PV) power generation is crucial for optimizing grid operation and ensuring a reliable power supply. …”
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Highly selective generation of singlet oxygen via peroxymonosulfate activation by Mn–N supported biochar by Huan Wu, Fangfang Ji, Bin Zhou, Shikun Gao, Zhe Zhang

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Generatively optimised compact 3-DoF spherical parallel manipulator with tightly integrated actuators by Kartikeya Walia, William Navaraj, Philip Breedon

“…Future work will extend this design to higher payload systems using metal components, enhancing durability and functionality for industrial applications.…”
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RSGPT: a generative transformer model for retrosynthesis planning pre-trained on ten billion datapoints by Yafeng Deng, Xinda Zhao, Hanyu Sun, Yu Chen, Xiaorui Wang, Xi Xue, Liangning Li, Jianfei Song, Chang-Yu Hsieh, Tingjun Hou, Xiandao Pan, Taghrid Saad Alomar, Xiangyang Ji, Xiaojian Wang

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High‐Performance MXene Hydrogel for Self‐Propelled Marangoni Swimmers and Water‐Enabled Electricity Generator by Jiayi Zhou, Yan Zhang, Ming Zhang, Dongye Yang, Wenwei Huang, Ao Zheng, Lingyan Cao

“…Abstract Developing multifunctional materials that integrate self‐propulsion and self‐power generation is a significant challenge. This study introduces a high‐performance MXene‐chitosan composite hydrogel (CM) that successfully combines these functionalities. …”
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Plasma processed Zn fortification: The next generation sustainable technology for the improvement of agronomic traits of paddy by Mamunur Rashid, M.R. Talukder

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Force Generation and Muscle Activation: A Literature Review of Lower Limb Mechanics in Softball Batting by Muhammad Fahrezi Harahap, Zukhro Bahadirovna Khamraeva, Gorgan Carmina Mihaela

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Comprehensive Style Transfer for Facial Images Using Enhanced Feature Attribution in Generative Adversarial Nets by Yongseon Yoo, Seonggyu Kim, Jong-Min Lee

“…Our method introduces two key innovations for enhanced feature attribution: 1) dual Gram matrix-based loss functions (G1 and G2), which operate at different stages of the generation process to capture richer style information by establishing deeper correlations between feature maps, and 2) a balanced training objective that integrates perceptual loss with cycle-consistency loss to maintain content fidelity during style transfer. …”
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Effect of Lower-Level Relaxation on the Pulse Generation Performance of Q-Switched Nd:YAG Laser by Fuqiang Ma, Shiyu Wang, Bingbin Li, Peijin Shang, Jinyou Li, Zheyuan Li

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Crystal Composition Transformer: Self‐Learning Neural Language Model for Generative and Tinkering Design of Materials by Lai Wei, Qinyang Li, Yuqi Song, Stanislav Stefanov, Rongzhi Dong, Nihang Fu, Edirisuriya M. D. Siriwardane, Fanglin Chen, Jianjun Hu

“…These models have demonstrated superior performance in the generation, structure classification, and functional predictions for proteins and molecules with learned representations. …”
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The creative function of water in the formation of the world around us by S. L. Shvartsev

“…Regardless of the repeated complication of the system, the basic mechanisms of its evolution remain essentially the same, and water has preserved and enhanced its creative function through dissolving simple compounds and creating more complex ones. …”
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Linking Functional Traits To Trophic Roles In Scavenger Assemblages by Violeta Marie Montenegro, Patricia Mateo‐Tomás, Jessica Schneider, Daisy H. Dent, Tom Crowther, Carolina Bello

“…In contrast, the red kite (Milvus milvus) in the northern site had the lowest centrality, and the Egyptian vulture (Neophron percnopterus) was among the most peripheral species for all three networks. In general, scavengers with large home ranges and nocturnal or crepuscular activity patterns tended to have more central roles, whereas species that forage silently tended to have more peripheral roles. …”
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Muscle Architecture of Leg Muscles: Functional and Clinical Significance by Gurpreet Kaur, Rekha Lalwani, Manal M. Khan, Sunita A Athavale

“…Architectural properties of the muscles are the prime predictors of functional attributes and force-generating capacity of the muscles. …”
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Left ventricular structure and function in chronic renal disease by V. V. Skibitsky, M. M. Dudar, A. K. Arutyunov, A. V. Fendrikova

“…The study included 150 patients with primary renal parenchymal disease, various stages of chronic kidney failure (CKF), and secondary arterial hypertension (AH). General clinical examination, laboratory tests, and renal function assessment were performed. …”
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Systemic functional linguistics and a theory of language in education by Frances Christie

“…The descriptions of the grammar, in terms of the metafunctions and in terms of systematic accounts of differences between speech and writing, have significantly enhanced theories of pedagogy and of language in education more generally. Much more work remains to be done in developing accounts of the grammar for teaching to the different age groups across the years of schooling.…”
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Temporal complexity of terrestrial ecosystem functioning and its drivers by Marcos Fernández-Martínez, Ivan A. Janssens, Michael Obersteiner, Peter Manning, Filipe M. Andrade, Eladio Rodríguez-Penedo, Josep Peñuelas

“…We use long-term, eddy-covariance C fluxes from 57 terrestrial ecosystems, including boreal, temperate, and Mediterranean biomes. Generally, ecosystems located under more temporally complex weather also show more complex C fluxes. …”
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Non-Hodgkin lymphoma masquerading as disseminated tuberculosis in the presence of constitutional symptoms, DRESS syndrome, and persistent generalized lymphadenopathy by Patil Shital, Aditi Gatagat, Priyanka Malhotra, Mahesh Unni

“…Persistent generalized lymphadenopathy (PGL) is the abnormal enlargement of more than two noncontiguous lymph node regions for more than 3 months. …”
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Peculiarities of the Functioning of the Taboo Lexicon in the Modern Western Cinematography by S. A. Pankratova

“…Specific linguistic methods of observation, description and quantitative measurement are used in the article together with the general linguistic methods of comparison. Informative basis of the study is comprised of more than 300 examples selected by the method of continuous sampling from 19 Western films and y means of the internet-resource scripts.com, as well as slang and jargon dictionaries.Results and discussion. …”
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