Papers citing MOF Synthesis Prediction Enabled by Automatic Data Mining and Machine Learning**
Multiobjective Optimization of Metal–Organic Framework Structural Properties and Synthesis Costs through Machine Learning
Journal of Chemical Information and Modeling · 2025
Huafang Zhang, Chunjian Pan, Qi Liang, Longchun Zhong, Wei‐Ping Pan
Read original paper ↗ ·Reticular Chemistry: A Versatile Platform for Engineering Heterogenous Biocatalysts
Advanced Science · 2025
Si Liu, Peiji Deng, Qianfan Chen, Qijun Sun, Yanhan Wang, Hongyu Shi, Kang Liang
Read original paper ↗ ·MaterialBrain: High-Performance Material Synthesis Extraction via Human–AI-Curated Few-Shot Large Language Models
Journal of Chemical Information and Modeling · 2025
Yi Yang, Zhimeng Liu, Wei Wu, Yuyang Zhang, Yuyang Zhang, Hongbo Zhang, Jing Lin, Siyu Wu, Zihan Chen, Ye Sun, Ruiming Li, Nan Wang, Rui Wang, Zipeng Liu, Huobin Tan, Lei Shi, Yue Zhang, Yue Zhang, Hongyi Gao, Ge Wang
Read original paper ↗ ·Porous Organic Frameworks‐Based Nanomaterials in Colorectal Cancer Therapy: From Drug Delivery to Personalized Nano‐Vaccine
Cancer Nexus · 2025
Xi Song, Hao Zhang, Yinghui Wang, Chao Luo
Read original paper ↗ ·Dynamic interfaces in metal–organic frameworks
Chemical Society Reviews · 2026
Yuanjie Cao, Reza Abazari, Qipeng Li, Jinjie Qian
Read original paper ↗ ·Informatics for thermodynamics: Stability to synthesizability
Elsevier eBooks · 2026
Krishna Rajan
Read original paper ↗ ·Interrogating the synthetic likelihood of metal–organic frameworks: a digital discovery perspective
Chemical Science · 2026
Xiaoyu Wu, Jianwen Jiang
Read original paper ↗ ·Large language models for porous materials: from text mining to autonomous laboratory
Digital Discovery · 2026
Seunghee Han, Taeun Bae, Junho Kim, Youjin Kim, Young-Hun Kim, Jihan Kim, Jihan Kim
Read original paper ↗ ·Machine learning and AI empowering metal–organic frameworks: synthesis, performance prediction and therapeutic application
Dalton Transactions · 2026
Ran Chen, Yuanwei He, Zitao Chen, Haodong Ruan, Ying Pan, Alireza Nezamzadeh‐Ejhieh, Jianqiang Liu, Chengyu Lu
Read original paper ↗ ·Synthesis of MOFs
Elsevier eBooks · 2026
Claudio Pettinari
Read original paper ↗ ·Towards sustainable exploration of chemical spaces with machine learning
Digital Discovery · 2026
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
Read original paper ↗ ·Pore Environment Engineering in Al-MOFs Enables Thermodynamic–Kinetic Synergy for High-Resolution Chromatographic Separation
Analytical Chemistry · 2026
Cheng-Yu Rong, Shurui Gao, Xiao-Yi Fu, Yu Wang, Ming Han Xu, GU Zhi-yuan
Read original paper ↗ ·DiffSyn: a generative diffusion approach to materials synthesis planning
Nature Computational Science · 2026
Elton Pan, Soonhyoung Kwon, Sulin Liu, Mingrou Xie, Alexander J. Hoffman, Yifei Duan, Thorben Prein, Killian Sheriff, Yuriy Román‐Leshkov, Manuel Moliner, Rafael Gómez‐Bombarelli, Elsa Olivetti
Read original paper ↗ ·Chemist-Guided Human–AI Workflow for Covalent Organic Framework Synthesis
Journal of the American Chemical Society · 2026
Libin Chen, Zhen Lu, Libin Chen, Linxi Hou, Dong Zhang
Read original paper ↗ ·Leveraging Machine Learning for Screening Metal-Organic Frameworks with Selective CO2 Recognition for Early Thermal Runaway in Lithium-Ion Batteries
Nanomaterials · 2026
Xian Wei, Xin Li, Xiong Wang, Xiaoyan Liu, Chen Zhu
Read original paper ↗ ·Research Progress in Machine Learning Techniques for Metal–Organic Framework Screening
ACS Applied Materials & Interfaces · 2026
Gong Zhang, Jie Liu, Zhaoxuan Li, Longqi Meng, Zeyu Zou, Xin Li, Y Chen
Read original paper ↗ ·Advancements in metal-organic frameworks (MOFs) for high-capacity hydrogen storage: Mechanisms, optimization strategies, and future perspectives
International Journal of Hydrogen Energy · 2026
Bo Han, Mai Sheng Ng, Anutosh Chakraborty
Read original paper ↗ ·Machine Learning Toolkits and Frameworks for Materials Design
Wiley Interdisciplinary Reviews Computational Molecular Science · 2026
B. Moses Abraham, Yury G. Gogotsi
Read original paper ↗ ·Organic and Metallacages for Chemical Sensing: Progress in Water‐Compatible Systems
Advanced Sensor Research · 2026
Rabia Zahid, Martina Viola, Maria Vittoria Balli, Guillermo Moreno‐Alcántar, Pierre Picchetti
Read original paper ↗ ·Metal–Organic Framework Nanozymes: From Rational Design and Synthesis to Biomedical Applications
Nano-Micro Letters · 2026
Shundong Cai, Mengdie Li, S P Wang, Xiaofei Wen, Gang Liu, Chengchao Chu
Read original paper ↗ ·From Discovery to Deliverables: Bridging the Machine Learning, Synthesis, and Characterization Gap in Nanoscale Materials
Chemistry of Materials · 2026
Ruyun Cai, Tianyi Gao, Fang Fang, Yang Liu
Read original paper ↗ ·Data Management and Analysis of Metal–Organic Framework Synthesis Using Data Models
Journal of Chemical Information and Modeling · 2026
Felix Neubauer, Kenichi Endo, Frederic Bender, Esengül Çiftçi, Niels Hansen, Simon Krause, Benjamin Uekérmann, Jürgen Pleiss
Read original paper ↗ ·High-entropy metal-organic frameworks and their derivatives for advanced catalysis and energy storage applications
Catalysis Reviews · 2026
Sanam Bashir, Malik Shoaib Ahmad, Iqra Razzaq, M Asifur Rahman, Ibrahim A. Shaaban, Syed Shoaib Ahmad Shah, Muhammad Altaf Nazir
Read original paper ↗ ·Flexible Metal–Organic Frameworks for Gas Handling Operations of CO2 and Its Isotopes: Mechanisms, Regulation Strategies and Potential Applications
Nano-Micro Letters · 2026
Na Geng, Ningyu Liu, Sai Chu, Yongjian Huang, Lu Bai, Ming‐Shui Yao, Yangyang Guo, Tingyu Zhu
Read original paper ↗ ·Data-Driven Synthesis of Covalent Organic Frameworks via Machine Learning with Integrated Success–Failure Data
JACS Au · 2026
Bing Ma, Qianqian Yan, Wei Zhou, Junhao Wu, Lipiao Bao, Xinhui Lu, Xinhui Lu, Jixia Qiu, Yuanyuan Zhu, Xiao Wang, Dong Zhai, Chengcheng Liu, S W Zhang, Wei Deng, Xing Lu, Xing Lu
Read original paper ↗ ·The metadata ecosystem and AI: Enabling FAIR and AI‐ready data
AI Magazine · 2026
Jane Greenberg, Joel Pepper, Xintong Zhao, Richard J. Marciano, David E. Breen, Yuan An
Read original paper ↗ ·Digital Reticular Chemistry: How Artificial Intelligence is Redefining Covalent Organic Framework Research
JACS Au · 2026
Gokhan Onder Aksu, Seda Keskın
Read original paper ↗ ·UiO-66 Metal-Organic Framework-Coated Solid-Phase Microextraction Fiber Coupled with GC–MS for Rapid Trace Determination of Methyl Tert-Butyl Ether
Analytical Letters · 2026
Chenjie Wei, Lin Feng, Xianhe Deng, Li Y, Hongcheng Mei, Hongling Guo, Liang Lu, Jun Zhu, Can Hu
Read original paper ↗ ·Sustainable Metal–Organic Framework Water Harvesters in the Artificial Intelligence Era
ACS Materials Letters · 2026
Reid A. Coyle, Shyam Chand Pal, Peter Walther, Saeun Park, Bin Feng, Zhiling Zheng
Read original paper ↗ ·Machine Learning-Guided Design of ZIF-8 Polymer Nanocomposites for Sustainable Applications: Current Progress and Future Opportunities
Processes · 2026
Huy Loc Nguyen, Thi Bich Ngoc Nguyen
Read original paper ↗ ·Antibiotic-Free Strategies for Managing Antimicrobial-Resistant Infections
Pharmaceutics · 2026
Payal Ganguly, Elena Jones, Peter Vasilios Giannoudis, Giuseppe Tronci
Read original paper ↗ ·Synthesizability: The Open Question in Digital MOF Discovery
ACS Materials Letters · 2026
François‐Xavier Coudert
Read original paper ↗ ·The Materials Database Plateau: What Comes After Millions of Materials?
ACS Materials Letters · 2026
Seda Keskın
Read original paper ↗ ·2D metal-organic framework: Altermagnetic high-order topological insulator and tunable spin-polarized corner states
Applied Physics Reviews · 2026
Yefeng Li, Lei Jin, Meijun Wang, Ying Liu, Xuefang Dai, Guodong Liu, Xiaoming Zhang
Read original paper ↗ ·