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

  1. Computationally accelerated discovery of mixed metal compounds for chemical looping combustion and beyond

    Energy & Environmental Science · 2025

    Kunran Yang, Fanxing Li

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  2. Evaluating the potential of CsBiSCl 2 as a solar absorber

    EES solar. · 2025

    Eilidh Louise Quinn, Hugh Lohan, Elita Tmava, Shiling Dong, Aron Walsh, Robert L. Z. Hoye

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  3. Validation Authority Erosion in High-Velocity Computational Materials Innovation

    Journal of Computational and Data-Driven Materials Engineering · 2025

    Ahmed El-Kholy, Nour Abdelrahman, Karim Hassan

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  4. Materials informatics: A review of AI and machine learning tools, platforms, data repositories, and applications to architectured porous materials

    Materials Today Communications · 2025

    Fatima Živić, Ana M. Kaplarevic-Malisic, Nenad Grujović, Boban S. Stojanovic, Milos R. Ivanovic

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  5. Toward High-Voltage Cathodes for Zinc-Ion Batteries: Discovery Pipeline and Material Design Rules

    Chemistry of Materials · 2025

    Roberta Pascazio, Qian Chen, Haoming Howard Li, Aaron D. Kaplan, Kristin Aslaug Persson

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  6. An automated framework for exploring and learning potential-energy surfaces

    Nature Communications · 2025

    Yuanbin Liu, Joe D. Morrow, Christina Ertural, Natascia L. Fragapane, John L. A. Gardner, Aakash Ashok Naik, Yuxing Zhou, Janine George, Volker L. Deringer

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  7. The strong-weak adsorption pair motif of cu Fe bimetallic composite as an efficient catalyst for CO2 RR toward the C2product ethylene and ethanol

    Journal of Electroanalytical Chemistry · 2025

    Yiman Kang, Honglin Zhu, Miao Shui

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  8. Ethylene carbonate decomposition on pristine and oxygen-deficient binary metal oxide surfaces of battery cathode coating

    Materials Chemistry and Physics · 2025

    Bernardus Rendy, Ganes Shukri, Muhammad Haris Mahyuddin, Fiki T. Akbar, Hermawan Kresno Dipojono, Febdian Rusydi, Adhitya Gandaryus Saputro

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  9. Darwin4Matter: A Platform Integrating Machine Learning and Quantum Chemistry for New Materials Design

    Chemical Research in Chinese Universities · 2025

    Hui Rong, Yili Chen, Yili Chen, Shubo Zhang, Lin Fang Shen, Yue Chen, Lin Fang Shen, Wei‐Hai Fang

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  10. AI is dreaming up millions of new materials. Are they any good?

    Nature · 2025

    Mark Peplow

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  11. Accelerated Discovery of Cost-Effective Photoabsorber Materials for Near-Infrared (λ = 1600 nm) Photodetector Applications

    ACS Materials Au · 2025

    Wayne W. Zhao, Ruoxi Yang, Aaron D. Kaplan, Kristin Aslaug Persson

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  12. Cross-functional transferability in foundation machine learning interatomic potentials

    npj Computational Materials · 2025

    Xu Huang, Bowen Deng, Peichen Zhong, Aaron D. Kaplan, Kristin Aslaug Persson, Gerbrand Ceder

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  13. Electrochemical Stability and Reduction Mechanism of LLZO Interfaces in Li Batteries from First Principles

    Journal of the American Chemical Society · 2025

    Junsoo Park, Stephen Xie, Zhigang Wu, John Lawson

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  14. Bandgap prediction and design of halide double perovskites via ensemble machine learning

    Chemical Engineering Journal · 2025

    Dongwen Yang, Shulin Luo, Fahai Zhong, Lingrui Wang, Sanjun Wang, Wenyuan Zhang, Chunyao Niu, Chong Li, Fei Wang

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  15. Atomistic Polymer Modeling: Recent Advances and Challenges in Building and Parametrization Workflows

    Macromolecules · 2025

    Hannah N. Turney, Micaela Matta

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  16. Strategies to Suppress Thermal Conductivity in Half-Heusler Compounds for Thermoelectric Applications: A Comprehensive Review

    ACS Applied Energy Materials · 2025

    Sayan Paul, Supriya Ghosal, Swapan Kumar Pati

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  17. Building an affordable self-driving lab: Practical machine learning experiments for physics education using Internet-of-Things

    APL Machine Learning · 2025

    Yang Liu, Quan Lei, Xiaolong He, Yizhe Xue, Kexin He, Haitao Yang, Yong Wang, Xian Zhang, Li Yang, Yichun Zhou, Ruiqi Hu, Yong Jun Xie

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  18. From Classical Ferroelectricity to Emerging Low‐Dimensional Phases

    Advanced Physics Research · 2025

    Marius Adrian Huşanu, Dana Georgeta Popescu

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  19. C'mon! Time to Change How We Share Research Products

    Propellants Explosives Pyrotechnics · 2025

    Alejandro H. Strachan

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  20. exa-AMD: A Scalable Workflow for Accelerating AI-Assisted Materials Discovery and Design

    The Journal of Open Source Software · 2025

    Maxim Moraru, Weiyi Xia, Zhuo Ye, Feng Zhang, Yongxin Yao, Ying Wai Li, Cai‐Zhuang Wang

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  21. Leveraging AI Innovation in Nanomaterials, Synthesis, Characterization, and Device Design

    Advances in computational intelligence and robotics book series · 2025

    Ashok Vaseashta, Gor Gevorgyan, Surik Khudaverdyan, Gagik Y. Ayvazyan, Mane Khachatryan, C. Berlic, Adriana Elena Balan, Ioan Stamatin

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  22. Exploring materials data through collaboration: 2024 KRICT ChemDX Hackathon

    Journal of Materials Informatics · 2025

    Su‐Hyun Yoo, Andre K. Y. Low, Jose Recatala‐Gomez, Harikrishna Sahu, Chiho Kim, Joonyoung F. Joung, Hoje Chun, Katerina A. Christofidou, Joshua Berry, Michail Minotakis, Kisung Kang, Kwang-soo Kim, Gaheun Shin, Hyunwoo Jang, Sanghyuk Lee, Minkyu Park, B. S. Kim, Kihyun Shin, Jungho Shin, Aloysius Soon, Joshua Schrier, Woosun Jang

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  23. Mapping the transient phase diagram of titanium suboxide (TiOx) thin films

    Materials Today Advances · 2025

    Brian M. Everhart, Drake Austin, Ming-Chiang Chang, Ross G. Werth, Mark Anayee, Benjamin M. Robertson, Arthur R. Woll, Michael Altvater, Jonathan Ludwick, Tyson C. Back, Chris Muratore, Michael O. Thompson, Nicholas R. Glavin

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  24. A simple exercise of structure correlation to investigate tetrachlorocuprate geometric preferences and discuss data mining literacy

    Structural Chemistry · 2025

    Alessia Bacchi

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  25. Guiding design and performance of nonviral nucleic acid delivery vehicles via machine learning

    Advanced Drug Delivery Reviews · 2025

    John A. Hutchinson, Sidharth Panda, Plinio D. Rosales, Janey P Sowada, Miles S. Willis, Michael C. Leyden, Pródromos Daoutidis, Theresa M. Reineke

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  26. Tailoring Heat Transfer at Silica–Water Interfaces via Hydroxyl and Methyl Surface Groups

    Langmuir · 2025

    Viktor Mandrolko, Konstantinos Termentzidis, David Lacroix, Mykola Isaiev

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  27. Tunable luminescence and energy dynamics in Tb3+, Eu3+ co-doped Y2Zr2O7 phosphors for high contrast latent fingerprint imaging

    Journal of Alloys and Compounds · 2025

    B.V. Naveen Kumar, Nagarasanakote Jayaramu Shivaramu, Robin Edward Kroon

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  28. Evolution of Structure and Magnetism in FeCl 2 and FeCl 3 : From Clusters to Monolayers

    The Journal of Physical Chemistry A · 2025

    Mehmet Emin Kılıç, Manish Kumar Mohanta, Puru Jena

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  29. Theoretical design and exploration of novel quaternary chalcogenides Cu3MScSe4 (M = Zn, Cd, Hg) for photovoltaic applications

    Materials Today Chemistry · 2025

    Diwen Liu, Hongyan Zeng, Hongyan Zeng, Fang Liu, Huihui Zeng, Huihui Zeng, Yinliang Huang, Rongjian Sa

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  30. A Self-Supervised Graph Attention Network for Accelerating the Discovery of High-Conductivity Solid-State Electrolytes

    International Conference on Mechatronic Engineering and Artificial Intelligence (MEAI) · 2025

    Tiantian Gao, Yufeng Wu

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  31. Product design, synthesis, and lab automation with The World Avatar

    Current Opinion in Chemical Engineering · 2025

    Simon D. Rihm, Aleksandar Kondinski, Markus Kraft

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  32. DFT validated machine learning model for elastic property prediction and mechanical classification of ternary cubic alloys

    Physica Scripta · 2025

    S Dahal, Bhupal Guragain, S. K. Yadav, Narayan Prasad Adhikari

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  33. DCC: A Model-Free Frame to Evaluate Data Set Quality

    Journal of Chemical Information and Modeling · 2025

    Chunhui Xie, Yunqi Li

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  34. SMC-X: A Distributed, Scalable Monte Carlo Simulation Method for Chemically Complex Alloys

    Journal of Chemical Theory and Computation · 2025

    Xianglin Liu, Kai Yang, Fanli Zhou, Pengxiang Xu

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  35. Two-dimensional layered metal oxides (2D LMOs) for next-generation electronic devices

    Nanoscale Advances · 2025

    Arpit Verma, Alka Rani, Bal Chandra Yadav

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  36. Lithiation-dependent solid electrolyte interphase nucleation pathways in Si/Li6PS5Cl interfaces uncovered by machine learning-accelerated simulations

    Energy storage materials · 2025

    Zhuoyuan Zheng, Kaixian Wang, Zhengfeng Zhu, Yixian Dai, Shulei Wang, Zheng Ying Wu, Jie Zhou, Yusong Zhu

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  37. A dataset of Curie and Néel temperatures auto-generated with ChemDataExtractor and the Snowball algorithm

    Scientific Data · 2025

    Charles R. Kelly, Jacqueline M. Cole

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  38. Laser directed energy deposition of the refractory compositionally complex alloy TMT-8Cr–10Al: Processability, microstructural evolution and phase formation

    Journal of Materials Research and Technology · 2025

    Alexander Rieschl, Leonie Düfert, Florian Nahr, Nils Ellendt, Olaf Stelling, Steffen Neumeier, Thomas Niendorf, Michael Schmidt, Dominic Bartels

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  39. Architecture of 3D magnetic domain wall memory for suppressing bit-shift error

    Journal of Applied Physics · 2025

    Pham Nam Hai, Takanori Shirokura, Nguyen Huynh Duy Khang

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  40. Real-space Hubbard-corrected density functional theory

    The Journal of Chemical Physics · 2025

    Sayan Bhowmik, Andrew James Medford, Phanish Suryanarayana

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  41. Machine-Learning-Guided Insights into Solid-Electrolyte Interphase Conductivity: Are Amorphous Lithium Fluorophosphates the Key?

    ACS Energy Letters · 2025

    Peichen Zhong, Kristin Aslaug Persson

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  42. Beyond big data in quantum chemistry

    Nature Chemical Engineering · 2025

    Andrew Rosen

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  43. Elastic tensor-derived properties of composition-dependent disordered refractory binary alloys using DFPT

    Modelling and Simulation in Materials Science and Engineering · 2025

    Surya T. Bijjala, Susan R. Atlas, Pankaj Kumar

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  44. Facet-Dependent Doping and Dopant-Dependent Faceting in Si-Doped GaAsSb Nanowires

    Crystal Growth & Design · 2025

    Christopher E. Mead, Richard Zell, Jake E. DeRiseis, Hyowon W. Jeong, Tobias Schreitmüller, Hamidreza M. Esmaielpour, Sebastian Sturm, Maria K. Y. Chan, Knut Müller‐Caspary, Gregor Koblmüller, Lincoln J. Lauhon

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  45. Cross-sectional microstructure observation of YBa2Cu3O7-δ multifilament films fabricated on Nb stripes

    Materials Today Communications · 2025

    T. Wada, H. Fujimoto, Y. Kawahara, Akiyoshi Matsumoto, S.Ooi, M. Tachiki, Ryo Teranishi

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  46. Non-equilibrium restructurings in catalysis: A chemical space odyssey

    MRS Communications · 2025

    Zisheng Zhang, X. Zhou

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  47. Ammonia Synthesis via Chemical Looping Using Nano-Confined Lithium Hydride in Alloy Matrix

    Hydrogen · 2025

    Koki Tsunematsu, Hiroki Miyaoka, Takayuki Ichikawa

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  48. Contemporary DFT: learning from traditional and recent trends for the development and assessment of accurate exchange–correlation functionals

    Physical Chemistry Chemical Physics · 2025

    Éric A. G. Brémond, Ángel José Pérez-Jiménez, Carlo Adamo, J. C. Sancho-Garcı́a

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  49. Challenges and strategies for hydrogen storage and carbon dioxide capture using metal-organic framework: Synergizing experimental and machine learning approach

    Coordination Chemistry Reviews · 2025

    Kushal Dubey, Devi Amrita Ray, Soumyadarshi Rath, Kajari Chatterjee, Akhilesh Kumar Singh

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  50. Decoding plasticity in van der Waals crystals via causality-driven interpretable machine learning

    Nano Research · 2025

    Xinyu Chen, Qian Chen, Liang Ma, Qionghua Zhou, Jinlan Wang

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