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Papers citing Accelerated data-driven materials science with the Materials Project

  1. LASPAI: AI-powered platform for the future atomic simulation

    Acta Physico-Chimica Sinica · 2025-12-31

    Han-Zhi Luo, Qi-Ming Liang, Zi-Xing Guo, X. H. Xie, Jin-Peng Tang, Tong Guan, Yefei Li, Sicong Ma, Yingchen Xu, Zhen-Xiong Wang, Cheng Shang, Zhi‐Pan Liu

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  2. A comprehensive assessment of diffusion coefficients of the fcc solid solution of 50 binary alloy systems using the single-parameter Z-Z-Z model

    SSRN Electronic Journal · 2026-01-01

    Ching Chen, Chuangye Wang, Ji‐Cheng Zhao

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  3. A Comprehensive Review and Prospect of Structural Design and Safety Assessment Frameworks for Composite Marine Structures

    SSRN Electronic Journal · 2026-01-01

    Junyi Zheng, Yuchao Yuan, Wenyong Tang, Gang Wang

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  4. A Decade of Data-Driven Materials Engineering: Progress, Remaining Gaps, and Unlearned Lessons

    Journal of Computational and Data-Driven Materials Engineering · 2026-01-01

    Mohamed Salah, Youssef Karim, Ahmed Nabil, Mahmoud Adel, Karim Hassan

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  5. Advanced high-entropy materials for fuel cells and water electrolysis

    Chemical Society Reviews · 2026-01-01

    Minyuan Liu, Xiaoyan Luo, Guoqing Wang, Gebrehiwot Gebreslassie, Halefom G. Desta, Jianjian Zhang, Jianjian Zhang, Bin Lin, Wei Yan, Jiujun Zhang, Jiujun Zhang

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  6. Al–Al2O3 interpenetrating phase composites by binder jetting and pressureless infiltration of AlSi10Mg

    SSRN Electronic Journal · 2026-01-01

    Francesco Bertolini, Marco Mariani, Carmen Galassi, Nora Francesca Maria Lecis

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  7. Alkali metal halide flux dependence of precipitated phases demonstrated by Mn(NbS 2 ) 4 single crystal growth

    CrystEngComm · 2026-01-01

    Kohei Horiguchi, Dan Mouri, Masanori Nagao, Yuki Maruyama, Satoshi Watauchi

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  8. Alkali metal halide flux dependence of precipitated phases into Mn(NbS2)4 single crystal growth

    SSRN Electronic Journal · 2026-01-01

    Kohei Horiguchi, Dan Mouri, Masanori Nagao, Yuki Maruyama, Satoshi Watauchi

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  9. Breaking the Barriers of Molecular Dynamics With Deep‐Learning: Opportunities, Pitfalls, and How to Navigate Them

    Wiley Interdisciplinary Reviews Computational Molecular Science · 2026-01-01

    Klara Bonneau, Aldo S. Pasos-Trejo, Michael Plainer, Luca Sagresti, Jacopo Venturin, Iryna Zaporozhets, Alessandro Caruso, Edoardo Rolando, Andrea Guljas, Leon Klein, Maximilian Schebek, Filippo Albani, Raquel López-Ríos de Castro, Zakariya El‐Machachi, Lorenzo Giambagli, Cecilia Clementi

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  10. Ca/Si dependence of inner-sphere Sr–Si coordination in calcium silicate hydrates and aged Portland cement: a Sr K-edge X-ray absorption fine structure study

    SSRN Electronic Journal · 2026-01-01

    Saki Ozawa, Daisuke MINATO

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  11. Carbonate Supply Pathway and Sparger Design as Control Parameters in Li2CO3 Reactive Crystallisation from Li2SO4

    SSRN Electronic Journal · 2026-01-01

    Florian Klapal, Stefanie Flatscher, Jonáš Dařílek, Markus Wierer, Manuel C. J. Schachinger, Mark Werner Hlawitschka

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  12. Comparative theoretical study of layered perovskites Sr n +1 Ti n O 3 n +1 ( n = 1, 2, 3) and SrTiO 3 from photocatalytic perspectives

    New Journal of Chemistry · 2026-01-01

    Soumadip Banerjee, Kazutaka Nishiguchi, Seiichiro Ten‐no

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  13. Computational data as the fuel for AI in chemistry

    Chemical Science · 2026-01-01

    Ross James Urquhart, Tell Tuttle

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  14. Computational evaluation of artificial coating materials for improved interface stability in all-solid-state alkali metal batteries

    Journal of Materials Chemistry A · 2026-01-01

    Xinlin Wang, Ren Li, Yizhou Zhu

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  15. Computational investigation of ternary Mg–Co–B compounds as cathode materials for Mg-ion batteries

    Physical Chemistry Chemical Physics · 2026-01-01

    Somnath Paitandi, Shivansh Upadhyay, Kalishankar Bhattacharyya

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  16. Coupled hydrolysis control of Zr/Si precursors enabling tetragonal ZrO2 stabilization in Pd-based catalysts for optimized methane combustion

    SSRN Electronic Journal · 2026-01-01

    Mingcan Chen, Jia Lin, Lizhen Huang, Fei Huang, Xiaohua Chen, Ying Zheng

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  17. Current Trends in Solid State Ionics: Protonics and Reactors

    SSRN Electronic Journal · 2026-01-01

    Sandrine Ricote, Rotraut Merkle, Koji Amezawa, Francesco Ciucci, Federico Smeacetto, Sonia Escolástico

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  18. Data-driven design strategies for chemically stabilizing cathode–coating interfaces employing interpretable machine learning

    Journal of Materials Chemistry A · 2026-01-01

    Sang-Hyeon Park, Donghee Kang, Hyun-Ki Yoon, Yusong Choi, Jongseo Lee

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  19. Deciphering functional differentiation of elements in high-entropy spinel oxides as ultralong-life anodes in lithium-ion batteries

    Chemical Science · 2026-01-01

    Han‐Hao Liu, Jia‐Lin Yang, Zhen‐Yi Gu, Yue Liu, Xiao‐Tong Wang, Changtu Zheng, Changshan Xu, Dai‐Huo Liu, Wei Fen Guo, Xing‐Long Wu

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  20. Depth-dependent phase evolution and multicomponent nitride formation during plasma nitriding of a Zr-Ti-Nb-Al compositionally complex alloy

    SSRN Electronic Journal · 2026-01-01

    Karolina Stępniak, Dariusz Marek Jarzabek, Piotr Jenczyk, Aleksandra Królicka, Elżbieta Gadalińska, Yong Zhang, Piotr Denis, Krzysztof Kulikowski

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  21. Development of a sodium negative electrode based on sol–gel derived amorphous TiO 2

    Journal of Materials Chemistry A · 2026-01-01

    Quynh Nguyen, Gugulethu Charmaine Nkala, Kodi Thurber, Keyue Liang, Andrea Zambotti, Randy Chen, Yuzhang Li, Sarah H. Tolbert, Johanna Nelson Weker, Bruce Dunn

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  22. DFT-Informed Machine Learning Prediction of Actinide Doping Energies in Transition-Metal and Lanthanide Oxides

    SSRN Electronic Journal · 2026-01-01

    Haokai Zhang, Zhenzhen Wang, Xueyun Gao, Xingfa Gao

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  23. Digital infrastructure to support and share daily high-throughput experimental materials research

    Faraday Discussions · 2026-01-01

    Lena Angelika Mittmann, Hampus Näsström, Eugene P. Bertin, Sarthak Kapoor, Inês Diogo, Anat Itzhak, Giulia Dalmonte, Rasmus Thorup Danielsen, Malthe Emil Skytte, Holger von Wenckstern, Andrea Crovetto, José A Márquez

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  24. Dimensionality and Electronic Structure in Square-Net-Derived Bonding Motifs: A Tributeto Hoffmann’s Orbital Perspective

    SSRN Electronic Journal · 2026-01-01

    Emily Grace Ward, Gabrielle Carrel, Fatmagül Katmer, Leslie Mareike Schoop

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  25. Effect of Nitrogen Content and Ion Bombardment on Microstructure and Mechanical Properties of CrN and CrNbN Films

    SSRN Electronic Journal · 2026-01-01

    Sagar Bhaurao Jathar, Sanath Kumar Honnali, Arnaud le Febvrier, Johan Nyman, Daniel Lundin, Grzegorz Greczyński, Magnus Odén, Per Eklund

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  26. Electrical properties of Te-rich TaTe x Se 2− x single crystals

    Physical Chemistry Chemical Physics · 2026-01-01

    Emily Doucet, Jan‐Hendrik Pöhls

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  27. Entropy in materials design: modelling entropic stabilisation of crystalline materials

    CrystEngComm · 2026-01-01

    Kasper Tolborg

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  28. Exchange functionals trained on exact exchange for molecular and solid-state systems

    Physical Chemistry Chemical Physics · 2026-01-01

    Agung Danu Wijaya, Dedy Farhamsa

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  29. Higher-order phonon scattering and lattice thermal conductivity prediction via machine learning

    Journal of Materials Chemistry A · 2026-01-01

    Shengxian Liu, Kan Tang, Jian Xin Zhou, Zhimei Sun

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  30. Hydrostatic (isotropic) strain engineering of optoelectronic and mechanical properties in lead-free inorganic antiperovskites Ba$_3$PnBr$_3$ (Pn = N, P, As, Sb)

    SSRN Electronic Journal · 2026-01-01

    Constantinos Simserides, Reza Habibpourbisfar, Fatemeh Nemati, Elahe Javanshoor

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  31. Improved Predictive Performance and Interpretability for Mesomorphic Neural Networks Using Local Fidelity Regularization

    SSRN Electronic Journal · 2026-01-01

    Hugo L. Hammer, Vajira Lasantha Thambawita, Kristoffer H. Hellton, Pål Halvorsen

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  32. In silico screening of metal–organic frameworks for CO 2 photo-hydrogenation

    Nanoscale · 2026-01-01

    Moin Khwaja, Adrian Chun Minh Loy, Takuya Harada

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  33. Influence of Zr addition on the characteristics and formation mechanism of inclusions in K4169 nickel-based superalloy

    Journal of Alloys and Compounds · 2026-01-01

    Huimin Liu, linzhu wang, Likun Long, Fansheng Zeng, Junqi Li, Chaoyi Chen, Xiang Li, 冉星

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  34. Informatics for thermodynamics: Stability to synthesizability

    Elsevier eBooks · 2026-01-01

    Krishna Rajan

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  35. Machine learning-assisted screening of copper–cerium bimetallic catalysts for tetracycline degradation

    Journal of Materials Chemistry A · 2026-01-01

    Qingyu Huang, Fei Huang, Bingxu Chen, Yang Yu, Na Jiang, Chuang Yang, Yuchen Wang, Yongjun Zhang

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  36. Materials discovery is a composition problem: the case for agentic AI over bigger models

    Digital Discovery · 2026-01-01

    Conrard Giresse Tetsassi Feugmo, Toby Mcconville

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  37. Metallic Nature and Optical Anisotropy in CsLa: A CASTEP‐Based Investigation

    Advances in Condensed Matter Physics · 2026-01-01

    M. Mizanur Rahman, Nilufer Yesmin Tanisa, Asif Parvez, Mst Afroza Akter

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  38. Molybdenum oxidation state governs Brønsted–Lewis acid synergy in dimethyl oxalate transesterification

    Catalysis Science & Technology · 2026-01-01

    Xiaotong Dong, Shikun Li, Yubin Wang, Wendi Ding, Baorui Wang, Liang Zhou, Zhenghua Dai, Mei Zhong, Bin Dai

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  39. Predicting the electrical conductivity of doped TiO2 via machine learning with special attention enhancement on first principle featuring data

    SSRN Electronic Journal · 2026-01-01

    Deru Wei, Hu Sun, Zhutian Xu, Diankai Qiu, Peiyun Yi, Linfa Peng

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  40. Prediction of Mg–Zn binary intermetallics from first-principles calculations: stoichiometries, crystal structures, and mechanical and electronic properties

    Canadian Journal of Physics · 2026-01-01

    Wenbo Lou, Dongyan Liu, Xuesi Li, Depeng Zhang, Hui Zhang

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  41. Predictive autoencoder-transformer model of Cu oxidation state from EELS and XAS spectra

    Digital Discovery · 2026-01-01

    Brian Hyun-jong Lee, Linna Qiao, Samuel Gleason, Guangwen Zhou, Xiaohui Qu, Judith C. Yang, Jim Ciston, Deyu Lu

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  42. Redox-active halide materials for cathode applications

    Energy & Environmental Science · 2026-01-01

    Zhuohan Li, Gerbrand Ceder

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  43. Review on Recent Development of Artificial Intelligence and Machine Learning Approaches in Energy Applications

    Studies in Infrastructure and Control · 2026-01-01

    Muhammad Harussani Moklis, Cries Avian, Eric Kolor, Md. Rubel, Jeffrey S. Cross

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  44. Spectroscopy-informed XANES–PXRD framework for multi-property prediction and structure inference

    Chemical Science · 2026-01-01

    Yang Wang, Siyuan Zhao, Man Luo, Haojun Zeng, Yi Feng, Daobin Liu, Yan Huang, Jun Jiang

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  45. Sustaining the growth of the materials informatics ecosystem

    Elsevier eBooks · 2026-01-01

    Krishna Rajan

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  46. Temperature- and atmosphere-driven phase evolution in sol–gel synthesized barium nickelate powders

    Materials Advances · 2026-01-01

    Ian C. Graham, Jeong‐Woo Sun, Kayla Y. Chuong, Anna M. Österholm, Lauren M. Garten

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  47. The exploration of enhanced methods in data science and applications in materials science

    Oxford Open Materials Science · 2026-01-01

    Raymond Wu, Sirirat Sae Lim, Haishang Wu, Susumu Otsuki

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  48. Thermodynamic assessment of machine learning models for solid-state synthesis prediction

    Materials Horizons · 2026-01-01

    Jane Schlesinger, Simon Hjaltason, Nathan J. Szymanski, Christopher J. Bartel

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  49. Towards sustainable exploration of chemical spaces with machine learning

    Digital Discovery · 2026-01-01

    Leonardo Rafael Medrano Sandonas, David Balcells, Tom Barnowsky, Anton S. Bochkarev, Jacqueline Cole, Volker L. Deringer, Werner Dobrautz, Adrian Ehrenhofer, Thorben Frank, Pascal Friederich, Rico Friedrich, Janine George, Luca M. Ghiringhelli, Alejandra Hinostroza Caldas, Veronika Jurásková, Hannes Kneiding, Yury Lysogorskiy, Johannes T. Margraf, Hanna Türk, O. Anatole von Lilienfield, Milica Todorović, Alexandre Tkatchenko, Mariana Rossi, Gianaurelio Cuniberti

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  50. Wide Bandgap Oxychalcogenide With Low Effective Mass, Strong Excitonic Effects, and High Figure of Merit: BaTa 4 Te 3 O 17

    Advanced Theory and Simulations · 2026-01-01

    G. Thamizharasan, R.D. Eithiraj

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