Physics-Informed Neural Networks: A Review of Methodological Evolution, Theoretical Foundations, and Interdisciplinary Frontiers Toward Next-Generation Scientific Computing by Zhiyuan Ren, Shijie Zhou, Dong Liu, Qihe Liu

“…Physics-informed neural networks (PINNs) have emerged as a transformative methodology integrating deep learning with scientific computing. This review establishes a three-dimensional analytical framework to systematically decode PINNs’ development through methodological innovation, theoretical breakthroughs, and cross-disciplinary convergence. …”
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BeSnake: A Routing Algorithm for Scalable Spin-Qubit Architectures by Nikiforos Paraskevopoulos, Carmen G. Almudever, Sebastian Feld

“…As quantum computing devices increase in size with respect to the number of qubits, two-qubit interactions become more challenging, necessitating innovative and scalable qubit routing solutions. …”
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Factors Affecting the Population of Excited Charge Transfer States in Adenine/Guanine Dinucleotides: A Joint Computational and Transient Absorption Study by Vasilis Petropoulos, Lara Martinez-Fernandez, Lorenzo Uboldi, Margherita Maiuri, Giulio Cerullo, Evangelos Balanikas, Dimitra Markovitsi

“…There is compelling evidence that the absorption of low-energy UV radiation directly by DNA in solution generates guanine radicals with quantum yields that are strongly dependent on the secondary structure. …”
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A A Comprehensive Review of Energy Optimization Techniques in the Internet of Things by Bassey Isong, Kedibone Moeti

“…Others include intelligent optimization methods(e.g. machine, quantum-inspired heuristics), and blockchain-enhanced security. …”
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Certificateless multi-source signcryption with lattice by Huifang Yu, Jiafeng Shi

“…Based on learning with errors and inhomogeneous small integer solution problems, LCL-MSSC is unforgeable under the adaptive chosen-message attacks and indistinguishable under the adaptive chosen-ciphertext attacks; in addition, it can resist the pollution attacks and quantum computing attacks. …”
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Bifurcation analysis and dynamical behavior of novel optical soliton solution of chiral (2 + 1) dimensional nonlinear Schrodinger equation in telecommunication system by Hicham Saber, Md. Mamunur Roshid, Mohamed Bouye, Abdulghani Muhyi, Abdelkader Moumen, Khaled Aldwoah

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Nonlinear Langevin dynamics via holography by Bidisha Chakrabarty, Joydeep Chakravarty, Soumyadeep Chaudhuri, Chandan Jana, R. Loganayagam, Akhil Sivakumar

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Efficacy of Andrographis paniculata leaf extract as a green corrosion inhibitor for mild steel in concentrated sulfuric acid: Experimental and computational insights by Femiana Gapsari, Putu H. Setyarini, Khairul Anam, Saprizal Hadisaputra, Syarif Hidayatullah, Purnami, Abdul Mudjib Sulaiman, Chin Wei Lai

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Improving MPCitH with Preprocessing: Mask Is All You Need by Guowei Liu, Guoxiao Liu, Kaijie Jiang, Qingyuan Yu, Keting Jia, Puwen Wei, Meiqin Wang

“…At the L5 security level, MPCitH-PP with parallelism optimal is reduced to about 26% of the previous solution’s time, and the optimal signature implementation runs at about 53% of the previous solution’s time. …”
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Corrosion inhibition of steel in sulphuric acid using Ferula Assa foetida L. extract as an eco-friendly inhibitor: Experimental and computational study by Amirhossein Hafazeh, Ali Balooch, Zeynab Dadashi Shanbaraki, Mahboobeh Azadi

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Entrepreneurial strategies for sustainable growth: a deep dive into cloud-native technology and its applications by T. A. Alka, Aswathy Sreenivasan, M. Suresh

“…The study identified that one of the main forces behind disruption is the quick development of new technologies including blockchain, 5G, IoT, quantum computing, and AI. Cloud-native technology supports innovative business models in entrepreneurship such as SaaS, serverless computing, managed Kubernetes, data analytics platforms, BaaS, and Edge Computing. …”
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Spatiotemporal photonic emulator of potential-free Schrödinger equation by Qian Cao, Nianjia Zhang, Andy Chong, Qiwen Zhan

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QD-MLL-Based Single-Sideband Superchannel Generation Scheme With Kramers–Kronig Direct Detection Receivers by Mustafa Al-Qadi, Govind Vedala, Maurice O'Sullivan, Chongjin Xie, Rongqing Hui

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Integer linear programming for unsupervised training set selection in molecular machine learning by Matthieu Haeberle, Puck van Gerwen, Ruben Laplaza, Ksenia R Briling, Jan Weinreich, Friedrich Eisenbrand, Clémence Corminboeuf

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Performance of tramadol drug as a safe inhibitor for aluminum corrosion in 1.0 M HCl solution and understanding mechanism of inhibition using DFT by M. Abdallah, E.A.M. Gad, M. Sobhi, Jabir H. Al-Fahemi, M.M. Alfakeer

“…Density functional theory (DFT) was utilized to interpret the inhibiting action of TR drug. Some quantum chemical descriptors were carried out. The result of computational calculations of the specifications proves that the address molecule acts as corrosion inhibitors. …”
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Soliton structures for the (3 + 1)-dimensional Painlevé integrable equation in fluid mediums by Jian-Guo Liu

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A comprehensive experimental and theoretical perspective of novel triazole-based pyridine and quinoline derivatives for corrosion protection of carbon steel in sulfuric acid soluti... by Kamelia Belal, A. H. El-Askalany, Eslam A. Ghaith, Ahmed Fathi Salem Molouk

“…The activation and adsorption parameters were computed and discussed. The effect of immersion time on CS corrosion was documented. …”
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Proposal for Slepian-States-Based DV- and CV-QKD Schemes Suitable for Implementation in Integrated Photonics Platforms by Ivan B. Djordjevic

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A 3D Model-Based Framework for Real-Time Emergency Evacuation Using GIS and IoT Devices by Noopur Tyagi, Jaiteg Singh, Saravjeet Singh, Sukhjit Singh Sehra

“…Advancements in 3D modelling technology have facilitated more immersive and efficient solutions in spatial planning and user-centred design. …”
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Introducing HeliEns: A Novel Hybrid Ensemble Learning Algorithm for Early Diagnosis of <i>Helicobacter pylori</i> Infection by Sultan Noman Qasem

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