BetaCitation Atlas

RESEARCH PAPER · Nature Reviews Materials · 2024

The amorphous state as a frontier in computational materials design

Yuanbin Liu, Ata Madanchi, Andy S. Anker, Lena Simine, Volker L. Deringer

Read original paper ↗

See where this research leads.

73 direct citing papers in this saved network. Explore the next layer with second-order citations.

Open in your workspace →Saved 2026-10-14 · complete coverage
Filter Citing Papers
Press Enter or comma to add · × to remove · searches titles and available abstracts
Journals
All journals
Most represented first · select one or more
Explore Terms In These PapersHide SuggestionsShow Suggestions

Original and current center papers stay visible as anchors.
Numbers show citations received
42 direct citing works

The amorphous state as a frontier in computational materials designOriginalMechanical properties of graphene oxide from machine-learning-driven simulations3The emergence of amorphous materials approaching the single-layer limit8Reutilization and upcycling of spent graphite for sustainable lithium-ion batteries: Progress and perspectives68Boosting crystal structure prediction via symmetry2Artificial intelligence for advanced functional materials: exploring current and future directions12Synthesis of large-area uniform amorphous monolayer carbon with low dielectric constant and high thermal stability3Machine learning-enabled optoelectronic material discovery: a comprehensive review31Designing the Self‐Assembly of Disordered Materials Via Color Frustration6Artificial Intelligence‐Driven Approaches in Semiconductor Research44Engineering Biomimetic Nanofluidics Toward High‐Performance Osmotic Energy Harvesting30Turning Defects Into Advantages: Structures, Synthesis, and Applications of 2D Amorphous Carbon12Generalized Debye scattering formula for strained amorphous materials1Disordered Ru–O 6 Octahedrons for Efficient and Selective Electro-oxidation of Sulfide to Sulfoxide via Boosted Surface Oxygen Kinetics18Amorphous chalcogenides in two dimensions0The Role of Transition Metal Complexes in Catalysis: Mechanisms and Industrial Applications1Enhanced Dielectric Energy Storage in Hf0.5Zr0.5O2-Based Oxides by Structure-Evolution Amorphization1Unlocking amorphous metal alloy induced electronic metal-support interactions for efficient electro-oxidation of levofloxacin7Advances in amorphous nanomaterials: Synthesis, characterization and application10Thermal transport in amorphous carbon nanotubes2Electron-tailored amorphous nickel-tungsten boride catalysts for high-efficiency photothermal carbon dioxide methanation1Current status and development trends of corrosion research in Fe-based amorphous alloys9Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential14Confined Subnanometer Amorphous RuIrO x Overlayers on Ultrafine Pt Nanowires Achieve Ampere‐Level Durable PEM Water Electrolysis13Recent progress in narrow-band gap tellurium-based semiconducting glasses of thermoelectric materials0A generative diffusion model for amorphous materials5Machine learning-guided design of confinement space carbon materials for enhanced oxygen reduction catalysis5Non-equilibrium restructurings in catalysis: A chemical space odyssey5Correlation between microstructure and magnetism of iron-based amorphous alloys0Artificial intelligence-powered nanomedicine29Navigating interfaces in solid-state sodium batteries: challenges, solutions, and future directions4Toward next-generation cathodes for lithium-ion batteries: progress and prospects of single-crystal lithium-rich manganese-based oxides5Towards sustainable exploration of chemical spaces with machine learning0Machine learning interatomic potentials accelerate defect exploration in amorphous silica0Accelerating the Discovery of High‐Conductivity Glass Electrolytes via Machine Learning5Beyond geometry orders: uncovering bonding-heterogeneity-dominated structure-relaxation coupling in glasses5Emerging inorganic amorphous solid-state electrolytes in all-solid-state lithium batteries: From crystallographic order to atomic and lattice disorder4From mineralization to low-carbon conversion: emerging paradigms in water decontamination3Cutting-edge synthesis and electrocatalytic engineering of two-dimensional amorphous materials3Realistic atomic model for charge storage and charging dynamics of amorphous porous carbons4Challenges and Opportunities of Using Functional Materials To Inspire Anaerobic Biotechnology6Medium-Range Structural Order in Amorphous Arsenic2Electric Field Enhancements and Hot Spots in Amorphous Carbon Materials1Explaining the Origin of Negative Poisson's Ratio in Amorphous Networks With Machine Learning0Recent progress in amorphous metal halides for optoelectronics1Atomical manipulating of Te cluster in photonic glass0Tunable Thermal Pathways in Glassy Carbon via Nanodomain Orientation: Comparison to Thermal Management Materials in Batteries0Driving biochar applications via intrinsic redox superiority: electron transfer mechanisms, quantification, aging effects, and design strategies7Amorphous Substrate‐Supported Single‐Atom Catalysts: Design Strategies, Electronic Regulation, and Catalytic Applications0Design of Unique Amorphous FeO x Mesoporous Nanosheets for Structural–Electronic Synergy toward Highly Selective and Efficient CO 2 Photoconversion into Multicarbon Fuels12Recent advances in high-capacity hydrogen storage materials of multi-system systems via multi-scale exploration: A review7Decoding composition-structure-property relationships in rare-earth-doped multicomponent glasses: A neighboring glassy compounds (NGCs) model1Disentangling symmetry and many-body effects in graph neural networks for plastic response prediction in glasses1Fe-based amorphous/nanocrystalline soft magnetic materials: from fundamental research to industrial applications0Origin of Structural Variations in Amorphous SiO 2 Generated by Melt-Quench Simulations1Quaternionic Orientational Order and Defect-Driven Transitions Between Crystalline and Glassy Solids0Functional modules for enhanced amorphous composite halide solid electrolytes for low-temperature all-solid-state lithium batteries4Amorphous silicon/phosphorus nanocomposites with a multifunctional iron matrix for ultrafast and durable lithium storage2Navigating polymorph generation and distilled-potential development via entropy-symmetry landscapes for metal plasticity mechanisms0Reactive Coarse Grained Force Field for Metal–Organic Frameworks Applied to Modeling ZIF-8 Self-Assembly1Rational design of heterogeneous single-site catalysts via surface organometallic chemistry0Electron correlation in semiconductors and insulators via symbolic regression0Integral variable-range hopping for modeling electrical transport in disordered systems0Two-dimensional Amorphous Metal Oxides for Electrochemical Energy Storage and Conversion0Artificial intelligence for carbon materials in electrochemical energy storage: Methods, applications, and perspectives0Operando-Defined Amorphous Energy Materials for Electrochemical Energy Systems: From Structural Definition to Descriptor-Guided Design0Hotspot to Homogeneous: Amorphous Interfacial Current Redistribution Enables Stable Solid-State Lithium-Metal Batteries0A composition generation framework embedded with domain knowledge for chemically disordered inorganic compounds0Nanoparticle paradigm: Advancing science through design, characterization and eco-conscious innovation0From interfacial locking to localized adaptive sliding: Temperature-driven transition in PEEK/POM heterogeneous friction0Studying Lattice Dynamics in Inorganic Materials by Inelastic Neutron Scattering0Boron-assisted synthesis of compositionally complex amorphous oxides via short-range-order-constrained generative design0Density functional theory-guided construction of catalytic systems for the valorization of ultra-dilute carbon dioxide0Design principles for functional carbon materials derived from biomass conversion0

Arrows point to the paper being cited. Selecting a paper shows its incoming citations and its known path back to the original paper.

Drag to pan · Use + / − to zoom · Escape to close43 nodes / 53 citation links
Browse Matching Papers

Papers that cite this work

73 direct citing papers saved. Showing the first 50 here; use Browse Matching Papers in the map for all loaded papers.

  1. Mechanical properties of graphene oxide from machine-learning-driven simulations

    Chemical Communications · 2025-01-01

    Zakariya El‐Machachi, Bowen Cheng, Volker L. Deringer

    Read original paper ↗ ·

  2. The emergence of amorphous materials approaching the single-layer limit

    Chemical Science · 2025-01-01

    Zude Shi, Haowei Ge, Yongmin He

    Read original paper ↗ ·

  3. Reutilization and upcycling of spent graphite for sustainable lithium-ion batteries: Progress and perspectives

    eScience · 2025-02-21

    Xue–Qian Li, Chenglong Deng, Mengyao Liu, Jiawei Xiong, Xiaodong Zhang, Qiaoyi Yan, Jiao Lin, Cen Chen, Feng Wu, Yi Zhao, Renjie Chen, Li Li

    Read original paper ↗ ·

  4. Boosting crystal structure prediction via symmetry

    Nature Computational Science · 2025-03-13

    Yanchao Wang

    Read original paper ↗ ·

  5. Artificial intelligence for advanced functional materials: exploring current and future directions

    Journal of Physics Materials · 2025-03-19

    Cristiano Malica, Kostya S. Novoselov, Amanda S Barnard, Sergei V. Kalinin, Steven R. Spurgeon, Karsten Reuter, M. Alducin, Volker L. Deringer, Gábor Cśanyi, Nicola Marzari, Shirong Huang, Gianaurelio Cuniberti, Qiushi Deng, Pablo Ordejón, Ivan Stuart Cole, Kamal Kumar Choudhary, Kedar Hippalgaonkar, Ruiming Zhu, O. Anatole von Lilienfeld, Mohamed Hibat-Allah, Juan Carrasquilla, Giulia Cisotto, Alberto Zancanaro, Wolfgang Wenzel, Andrea C. Ferrari, A. Ustyuzhanin, Stephan Roche

    Read original paper ↗ ·

  6. Synthesis of large-area uniform amorphous monolayer carbon with low dielectric constant and high thermal stability

    Carbon · 2025-05-08

    Xiaoming Tu, Fangzhu Qing, Fengning Liu, Changqing Shen, Xuesong Li

    Read original paper ↗ ·

  7. Machine learning-enabled optoelectronic material discovery: a comprehensive review

    Journal of Materials Informatics · 2025-05-28

    Yu Shu, Naihua Miao, Rize Li, Yucheng Lin, Siyu Han, Jian Xin Zhou, Zhimei Sun

    Read original paper ↗ ·

  8. Designing the Self‐Assembly of Disordered Materials Via Color Frustration

    Advanced Materials · 2025-06-10

    Andreas Neophytou, Francesco Sciortino, John Russo

    Read original paper ↗ ·

  9. Artificial Intelligence‐Driven Approaches in Semiconductor Research

    Advanced Materials · 2025-06-19

    Yanping Zheng, Hao Xu, Zhexin Li, Linlin Li, Yongchao Yu, Pengfei Jiang, Yanmeng Shi, Jing Zhang, Yuqing Huang, Qing Luo, Zheng Lou, Lili Wang

    Read original paper ↗ ·

  10. Engineering Biomimetic Nanofluidics Toward High‐Performance Osmotic Energy Harvesting

    Advanced Materials · 2025-07-01

    Haoyang Ling, Weiwen Xin, Xiang‐Yu Kong, Lei Jiang, Liping Wen

    Read original paper ↗ ·

  11. Turning Defects Into Advantages: Structures, Synthesis, and Applications of 2D Amorphous Carbon

    Advanced Functional Materials · 2025-07-02

    Yongshuai Wang, Qing Zhang, Lin Li, Fan Wu, Dechao Geng, Wenping Hu

    Read original paper ↗ ·

  12. Generalized Debye scattering formula for strained amorphous materials

    Zeitschrift für Naturforschung A · 2025-07-15

    Thomas Wieder

    Read original paper ↗ ·

  13. Disordered Ru–O 6 Octahedrons for Efficient and Selective Electro-oxidation of Sulfide to Sulfoxide via Boosted Surface Oxygen Kinetics

    Journal of the American Chemical Society · 2025-07-17

    Pan Ran, Mingzi Sun, Aoqian Qiu, Xiao Han, Bailin Tian, Beiyao Xiang, Fangyuan Wang, Xinrui Xu, Luhan Dai, Haowen Zhang, Yang Lv, Yue Lin, Bolong Huang, Mengning Ding

    Read original paper ↗ ·

  14. Amorphous chalcogenides in two dimensions

    Nature Materials · 2025-07-30

    Volker L. Deringer

    Read original paper ↗ ·

  15. The Role of Transition Metal Complexes in Catalysis: Mechanisms and Industrial Applications

    European Journal of Applied Science Engineering and Technology · 2025-08-01

    Lubna Khalid Farhan, Huda Yassien Khuder

    Read original paper ↗ ·

  16. Enhanced Dielectric Energy Storage in Hf0.5Zr0.5O2-Based Oxides by Structure-Evolution Amorphization

    ACS Applied Electronic Materials · 2025-08-16

    Qiao-Tong Luan, Hao Yang, Qing Zhang, Weijie Zheng, Xinyu Jiang, J.J. Li, Xiaohui Liu, Zhaoru Sun, Zheng Wen

    Read original paper ↗ ·

  17. Unlocking amorphous metal alloy induced electronic metal-support interactions for efficient electro-oxidation of levofloxacin

    Water Research · 2025-08-19

    Baoli Du, Rongling Wang, Huabin Lian, Xiaoyu Bai, Shuai Wang, Daowei Gao, Guozhu Chen

    Read original paper ↗ ·

  18. Advances in amorphous nanomaterials: Synthesis, characterization and application

    Materials Today Nano · 2025-08-23

    Genyue Zhang, Hao Hu, Jianbo Wu

    Read original paper ↗ ·

  19. Thermal transport in amorphous carbon nanotubes

    Physical review. B./Physical review. B · 2025-09-02

    Nianjie Liang, Alfredo Fiorentino, Bai Song

    Read original paper ↗ ·

  20. Electron-tailored amorphous nickel-tungsten boride catalysts for high-efficiency photothermal carbon dioxide methanation

    Journal of Colloid and Interface Science · 2025-09-10

    Le Yang, Rongrong Liu, Jun Liang, Li Li

    Read original paper ↗ ·

  21. Current status and development trends of corrosion research in Fe-based amorphous alloys

    Journal of Materials Science · 2025-09-29

    Cong Li, Zhaoyuan Zhang, Jiahui Qian, Yan Shi, Jinzhe Li

    Read original paper ↗ ·

  22. Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential

    Nature Communications · 2025-09-30

    Yuxing Zhou, Daniel F. Thomas du Toit, Stephen R. Elliott, Wei Zhang, Volker L. Deringer

    Read original paper ↗ ·

  23. Confined Subnanometer Amorphous RuIrO x Overlayers on Ultrafine Pt Nanowires Achieve Ampere‐Level Durable PEM Water Electrolysis

    Advanced Materials · 2025-11-06

    Shupeng Wang, Junlin Cai, Xiaodong Yang, Hongpu Huang, Yuhang Peng, Xiaohong Wang, Qiuxiang Wang, Zhaoxiong Xie, Shuifen Xie

    Read original paper ↗ ·

  24. Recent progress in narrow-band gap tellurium-based semiconducting glasses of thermoelectric materials

    Journal of Alloys and Compounds · 2025-11-20

    Xiangle Meng, Shaohong Liu, Liang Dong, Jinsheng Li, Chen Chen, Pengfei Li, Li‐Min Wang, Xiwei Qi

    Read original paper ↗ ·

  25. A generative diffusion model for amorphous materials

    npj Computational Materials · 2025-12-10

    Kai Yang, Daniel Schwalbe‐Koda

    Read original paper ↗ ·

  26. Machine learning-guided design of confinement space carbon materials for enhanced oxygen reduction catalysis

    Applied Surface Science · 2025-12-17

    Kezhi Yang, Xinxin Pi, Yanhui Li, Guangshun Chai, Lingtao Ran, Hancheng Yu, Jingwen He, Mulin Wang, Yan Bing He

    Read original paper ↗ ·

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

    MRS Communications · 2025-12-22

    Zisheng Zhang, X. Zhou

    Read original paper ↗ ·

  28. Correlation between microstructure and magnetism of iron-based amorphous alloys

    Acta Physica Sinica · 2025-12-27

    X. R. Liu, K. Y. Li, Maozhi Li

    Read original paper ↗ ·

  29. Artificial intelligence-powered nanomedicine

    Chemical Society Reviews · 2026-01-01

    Guanghong Luo, Xianchao Jiang, Congxia Hu, Lavonda Li, Lijie Yan, Gao Xiao, Yanhong Duo, Xingcai Zhang

    Read original paper ↗ ·

  30. Navigating interfaces in solid-state sodium batteries: challenges, solutions, and future directions

    Energy & Environmental Science · 2026-01-01

    Daxian Zuo, Xin Yu, Jing-Chang Li, Yu Sun, Hangyu Zheng, Bo Peng, Yiwen Liu, Jie Yang, Haoshen S. Zhou, Shaohua Guo

    Read original paper ↗ ·

  31. Toward next-generation cathodes for lithium-ion batteries: progress and prospects of single-crystal lithium-rich manganese-based oxides

    EES batteries. · 2026-01-01

    Teng Yang, Jinyang Dong, Yan Kuin Su, Huiquan Che, Yun Lu, Jianan Hao, Ning Li, Yibiao Guan, Lai Chen, Feng Wu

    Read original paper ↗ ·

  32. 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

    Read original paper ↗ ·

  33. Machine learning interatomic potentials accelerate defect exploration in amorphous silica

    Physical Review Materials · 2026-01-02

    Xinpeng Li, Xinjing Guo, Menglin Huang, Xin-Gao Gong, Shiyou Chen

    Read original paper ↗ ·

  34. Accelerating the Discovery of High‐Conductivity Glass Electrolytes via Machine Learning

    Advanced Energy Materials · 2026-01-05

    Rasmus Christensen, Morten M. Smedskjær

    Read original paper ↗ ·

  35. Beyond geometry orders: uncovering bonding-heterogeneity-dominated structure-relaxation coupling in glasses

    National Science Review · 2026-01-14

    Liang Gao, Jia-Qi Gao, Qing-Zhou Bu, Qun Yang, Yang Sun, Kai-Ming Ho, Qi Wang, Jeppe C. Dyre, Hai‐Bin Yu

    Read original paper ↗ ·

  36. Emerging inorganic amorphous solid-state electrolytes in all-solid-state lithium batteries: From crystallographic order to atomic and lattice disorder

    eScience · 2026-01-14

    Yijie Yan, Shuxian Zhang, Xiaoge Man, Q. J. Li, Haoyuan Xue, Peng Xiao, Yuanchang Shi, Longwei Yin, Rutao Wang

    Read original paper ↗ ·

  37. From mineralization to low-carbon conversion: emerging paradigms in water decontamination

    Science China Chemistry · 2026-01-30

    Jiazhen Cao, Jiewen Qin, Yafei Fan, Yue Jiang, Mingyang Xing

    Read original paper ↗ ·

  38. Cutting-edge synthesis and electrocatalytic engineering of two-dimensional amorphous materials

    Matter · 2026-02-01

    Mingyuan Xu, Kexin Yin, Huiqing Wang, Jinlong Zheng, XiongTao Lv, Kexin Wu, Binbin Jia, Tianyi Ma, Liqun Ye

    Read original paper ↗ ·

  39. Realistic atomic model for charge storage and charging dynamics of amorphous porous carbons

    Nature Communications · 2026-02-06

    Jiaxing Peng, Taizheng Wu, Liang Zeng, Zhou Liu, Shiqi Li, Guang Feng

    Read original paper ↗ ·

  40. Challenges and Opportunities of Using Functional Materials To Inspire Anaerobic Biotechnology

    Environmental Science & Technology · 2026-02-11

    Jiyong Bian, Shunan Zhao, Taowei Xiong, Lan Zhou, Longyi Lv, Xiaoqiang An, Wenwei Li, Ruiping Liu

    Read original paper ↗ ·

  41. Medium-Range Structural Order in Amorphous Arsenic

    Journal of the American Chemical Society · 2026-02-26

    YuanBin Liu, Yuxing Zhou, Richard Ademuwagun, Luc Walterbos, Janine George, Stephen R. Elliott, Volker L. Deringer

    Read original paper ↗ ·

  42. Electric Field Enhancements and Hot Spots in Amorphous Carbon Materials

    Small Structures · 2026-03-01

    Pablo Grobas Illobre, Giorgio Conter, Luca Bonatti, Tommaso Giovannini, Alessandro Fortunelli, Chiara Cappelli

    Read original paper ↗ ·

  43. Explaining the Origin of Negative Poisson's Ratio in Amorphous Networks With Machine Learning

    Advanced Intelligent Discovery · 2026-03-01

    Shengyu Lu, Xiangying Shen

    Read original paper ↗ ·

  44. Recent progress in amorphous metal halides for optoelectronics

    Chinese Journal of Structural Chemistry · 2026-03-06

    Shun-Shun Li, Kaifeng Wu, Pengfei Cheng

    Read original paper ↗ ·

  45. Atomical manipulating of Te cluster in photonic glass

    Research Square · 2026-03-15

    Shifeng Zhou, Quan Dong, Shichao Lv, Yupeng Huang, Ziang Liu, Jingfei Chen, Jianrong Qiu

    Read original paper ↗ ·

  46. Tunable Thermal Pathways in Glassy Carbon via Nanodomain Orientation: Comparison to Thermal Management Materials in Batteries

    ACS Applied Energy Materials · 2026-03-30

    Carla de Tomás, Shiqian Hu, Junichiro Shiomi

    Read original paper ↗ ·

  47. Driving biochar applications via intrinsic redox superiority: electron transfer mechanisms, quantification, aging effects, and design strategies

    Biochar · 2026-03-31

    Shasha Li, Z. Conrad Zhang, Y. M. Ren, Fan Lü, Xiaoying Hu, Zhenhan Duan, Lili Yang, Jianwei Du, Pinjing He, Mingyang Zhang, Yong Wen

    Read original paper ↗ ·

  48. Amorphous Substrate‐Supported Single‐Atom Catalysts: Design Strategies, Electronic Regulation, and Catalytic Applications

    Small Structures · 2026-04-01

    金毓墨, Qian Bai, Zhiyi Sun, W C Chen, Huazhang Zhai

    Read original paper ↗ ·

  49. Design of Unique Amorphous FeO x Mesoporous Nanosheets for Structural–Electronic Synergy toward Highly Selective and Efficient CO 2 Photoconversion into Multicarbon Fuels

    Journal of the American Chemical Society · 2026-04-04

    Tingting Cheng, Wangqiang Lin, Yang Wang, Yongcai Zhang, Yong Yang, Xiaotian Yang, Bing Wang, Qiang Li, Jinlan Wang, Yong Lian Zhou, Zhigang Zou

    Read original paper ↗ ·

  50. Recent advances in high-capacity hydrogen storage materials of multi-system systems via multi-scale exploration: A review

    Renewable and Sustainable Energy Reviews · 2026-04-06

    Zhongyu Liu, Boning Zhang, Yue Zhang, Wengang Bu, Zhenfeng Hu, Lei Zheng, Xiubing Liang

    Read original paper ↗ ·
More citing papers →
Citation Atlas · A map of research, not a ranking.