High-Entropy Alloys as a Discovery Platform for Electrocatalysis

Nanostructured High‐Entropy Alloys with Multiple Principal Elements: Novel Alloy Design Concepts and Outcomes

Yeh, J. ‐., Chen, S. ‐., Lin, S. ‐., Gan, J. ‐., Chin, T. ‐., Shun, T. ‐., Tsau, C. ‐., & Chang, S. ‐. (2004) · Advanced Engineering Materials · doi:10.1002/adem.200300567 · Cited by 15,281

Origin of the Overpotential for Oxygen Reduction at a Fuel-Cell Cathode

Nørskov, J. K., Rossmeisl, J., Logadottir, A., Lindqvist, L., Kitchin, J. R., Bligaard, T., & Jónsson, H. (2004) · The Journal of Physical Chemistry B · doi:10.1021/jp047349j · Cited by 13,153

Microstructural development in equiatomic multicomponent alloys

Cantor, B., Chang, I. T. H., Knight, P., & Vincent, A. J. B. (2004) · Materials Science and Engineering A · doi:10.1016/j.msea.2003.10.257 · Cited by 10,215

A critical review of high entropy alloys and related concepts

Miracle, D. B., & Senkov, O. N. (2016) · Acta Materialia · doi:10.1016/j.actamat.2016.08.081 · Cited by 9,065

Improved adsorption energetics within density-functional theory using revised Perdew-Burke-Ernzerhof functionals

Hammer, B., Hansen, L. B., & Nørskov, J. K. (1999) · Physical Review B · doi:10.1103/physrevb.59.7413 · Cited by 8,270

The atomic simulation environment—a Python library for working with atoms

Larsen, A. H., Mortensen, J. J., Blomqvist, J., Castelli, I. E., Christensen, R., Dułak, M., Friis, J., Groves, M. N., Hammer, B., Hargus, C., et al. (2017) · Journal of Physics Condensed Matter · doi:10.1088/1361-648x/aa680e · Cited by 4,790

Improved Oxygen Reduction Activity on Pt 3 Ni(111) via Increased Surface Site Availability

Stamenkovic, V. R., Fowler, B., Mun, B. S., Wang, G., Ross, P. N., Lucas, C. A., & Marković, N. M. (2007) · Science · doi:10.1126/science.1135941 · Cited by 4,421

Theoretical surface science and catalysis—calculations and concepts

Hammer, B., & Nørskov, J. K. (2000) · Advances in Catalysis · doi:10.1016/s0360-0564(02)45013-4 · Cited by 3,972

Solid‐Solution Phase Formation Rules for Multi‐component Alloys

Zhang, Y., Zhou, Y., Lin, J., Chen, G. L., & Liaw, P. K. (2008) · Advanced Engineering Materials · doi:10.1002/adem.200700240 · Cited by 3,484

Alloys of platinum and early transition metals as oxygen reduction electrocatalysts

Greeley, J., Stephens, I. E. L., Bondarenko, A. S., Johansson, T. P., Hansen, H. A., Jaramillo, T. F., Rossmeisl, J., Chorkendorff, I., & Nørskov, J. K. (2009) · Nature Chemistry · doi:10.1038/nchem.367 · Cited by 3,203

Seed-Mediated Colloidal Synthesis of Multimetallic and High-Entropy Alloy Nanocrystal Libraries with Enhanced Catalytic Performance

Oh, J., Han, S., Gardner, E. J., Parekh, R., Dannar, A., Chung, P., Zheng, K., Mian, A., Bustillo, K. C., Reece, C., et al. (2026) · Journal of the American Chemical Society · doi:10.1021/jacs.5c21040 · Cited by 6

Active learning-driven multi-objective design of high-entropy alloy catalysts for saline water electrolysis

Kim, K., Wolf, M. J., Kim, Y., & Kim, B. (2026) · Chemical Engineering Journal · doi:10.1016/j.cej.2026.176134 · Cited by 6

Low‐Dimensional High‐Entropy Alloys for Advanced Electrocatalytic Reactions

Tao, L., Huang, B., & Zhao, Y. (2023) · The Chemical Record · doi:10.1002/tcr.202300097 · Cited by 6

Chemical etching to boost medium-entropy metal oxide for oxygen evolution reaction in alkaline

Kuang, S., Zhang, H., Zhou, L., Pi, Z., Lin, H. R., Nie, M., Sun, J., & Li, Q. (2024) · Journal of Electroanalytical Chemistry · doi:10.1016/j.jelechem.2024.118318 · Cited by 6

Mapping high entropy state spaces for novel material discovery

von der Heyde, J., Malone, W., & Kara, A. (2024) · Acta Materialia · doi:10.1016/j.actamat.2024.120237 · Cited by 6

ArtiSAN: navigating the complexity of material structures with deep reinforcement learning

Elsborg, J., & Bhowmik, A. (2024) · Machine Learning Science and Technology · doi:10.1088/2632-2153/ad69ff · Cited by 8

Key Role of Density Functional Approximation in Predicting M–N–C Catalyst Activities for Oxygen Reduction

Henderson, B., Donnecke, S., Genin, S. N., Ryabinkin, I. G., & Paci, I. (2024) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.4c03322 · Cited by 6

Adsorbate Resonance Induces Water‐Metal Bonds in Electrochemical Interfaces

Nygaard, M. F., Nielsen, M. L. S., & Rossmeisl, J. (2024) · Angewandte Chemie International Edition · doi:10.1002/anie.202417308 · Cited by 6

Asymmetric Atomic Coordination of Platinum Skin Layer on Intermetallic Platinum–Cobalt Particles

Kobayashi, S., Omori, Y., Nakayama, K., Ooe, K., Huang, H., & Kuwabara, A. (2025) · ACS Nano · doi:10.1021/acsnano.4c13291 · Cited by 6

Composition-property extrapolation for compositionally complex solid solutions based on word embeddings

Zhang, L., Banko, L., Schuhmann, W. W., Ludwig, A., & Stricker, M. (2025) · Digital Discovery · doi:10.1039/d5dd00169b · Cited by 8

Accurate and Efficient Prediction of Highly Disordered Bi2O3 with Optimum Structure Pool: Combined Approach of the Special Quasirandom Structure Method and Structure Sampling

Jeong, I., Yeon, C., Lee, C., & Lee, K. T. (2022) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.2c05757 · Cited by 6

High-Entropy Nanomaterials for Electrochemical Energy Conversion and Storage

Tabassum, H., Zou, R., & Wu, G. (2022) · Energy Lab · doi:10.54227/elab.20220006 · Cited by 6

Automatic graph representation algorithm for heterogeneous catalysis

Gariepy, Z., Chen, Z., Tamblyn, I., Singh, C. V., & Feugmo, C. G. T. (2023) · APL Machine Learning · doi:10.1063/5.0140487 · Cited by 6

High-Entropy Coordination Compounds and Their Derivatives as Electrocatalytic Materials

Gonçalves, J. M., Lima, I. S., da Silva, M. I., & Angnes, L. (2024) · Springer eBooks · doi:10.1007/978-3-031-65902-7_1 · Cited by 6

Structure of PtRu/Ru(0 0 0 1) and AgPd/Pd(1 1 1) surface alloys: A kinetic Monte Carlo study

Mahlberg, D., Sakong, S., & Groß, A. (2021) · Chemical Physics · doi:10.1016/j.chemphys.2021.111428 · Cited by 6

Defect-rich high-entropy alloy AuCuAgRuNi nanofibers based on d-orbital overlap for biomass value-added conversion

Geng, R., Su, L., Chu, X., Zhang, Z., Wei, R., Wang, Y., & Yin, S. (2025) · Inorganic Chemistry Frontiers · doi:10.1039/d5qi00895f · Cited by 5

High entropic engineering for sustainable energy and environmental applications

Singh, M., Malik, I., Hazzazi, F., & Kumar, A. (2025) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2025.118132 · Cited by 5

Coupling of Engineered High Entropy Alloys with Semiconducting TiO 2 Nanofilms for Scalable and Ultrafast Alkaline Hydrogen Evolution Reaction

Zhao, Z.-C., Zhao, Y., Wang, W., Xin, X., Jiao, Y., Abell, A. D., Law, C. S., & Santos, A. (2025) · Advanced Science · doi:10.1002/advs.202514558 · Cited by 6

Entropy-driven design of multifunctional electrocatalysts: Advances and perspectives in high-entropy materials

Wei, N., Zhang, S., Yao, X., & Renneckar, S. H. (2025) · Green Energy & Environment · doi:10.1016/j.gee.2025.10.007 · Cited by 5

Efficient Synthesis and Catalytic Performance Tuning of High‐Entropy Alloys Using a Weaving Strategy

Xie, S., Wang, C., Xi, Y., Hu, Y., Wei, J., Lin, H., Xu, L., Su, P., & Tang, Y. (2025) · Angewandte Chemie International Edition · doi:10.1002/anie.202522878 · Cited by 5

Advanced high entropy LDHs electrocatalysts: Synthesis and performance enhancement strategies for alkaline oxygen evolution reaction

Yin, S., Fu, S., Wang, Y., Zhao, R., & Liu, L. (2025) · Sustainable materials and technologies · doi:10.1016/j.susmat.2025.e01829 · Cited by 5

Extreme mixing in nanoporous high-entropy oxides for highly durable energy storage

Ci, N., Liu, K., Hu, Y., Reddy, K. M., & Qiu, H. (2024) · Materials Today Chemistry · doi:10.1016/j.mtchem.2024.102229 · Cited by 5

Tracking the Formation of High Entropy Solid Solutions and High Entropy Intermetallics by In Situ X-ray Diffraction and Spectroscopy

Schlegel, N., Punke, S., Clausen, C. M., Friis-Jensen, U., Sapnik, A. F., Stoian, D. C., Aalling‐Frederiksen, O., Gautam, D., Rossmeisl, J., Pittkowski, R. K., et al. (2025) · Chemistry of Materials · doi:10.1021/acs.chemmater.4c02470 · Cited by 6

Carbon dot-mediated sub-2 nm high-entropy alloys for enhancing hydrogen evolution reaction performance

Zhuo, H., Song, Q., Wang, C., & Zhu, H. (2025) · Chemical Communications · doi:10.1039/d5cc02622a · Cited by 5

Self-induced long-range surface strain improves oxygen reduction reaction

Ozório, M. S., Nygaard, M. F., Petersen, A. S., Behm, R. J., & Rossmeisl, J. (2024) · Journal of Catalysis · doi:10.1016/j.jcat.2024.115484 · Cited by 6

High‐Pressure‐Field Induced Synthesis of Ultrafine‐Sized High‐Entropy Compounds with Excellent Sodium‐Ion Storage

Liang, M. Z., Xie, H., Chen, B., Qin, H., Zhang, H., Wang, J., Sha, J., Ma, L., Liu, E., Kang, J., et al. (2024) · Angewandte Chemie · doi:10.1002/ange.202401238 · Cited by 5

An empirical approach-based analysis for the exploration of ternary metal sulfide as an active and selective CO2 reduction electrocatalyst

Aisnada, A. N. E., Yui, Y., Lee, J., Kitadai, N., Nakamura, R., Ibe, M., Miyauchi, M., & Yamaguchi, A. (2024) · Materials Science and Engineering R Reports · doi:10.1016/j.mser.2024.100832 · Cited by 5

High-entropy alloy nanowire for fine-tuned electrocatalytic reaction

Li, L., Yang, D., & Han, M. (2025) · Journal of Alloys and Compounds · doi:10.1016/j.jallcom.2025.181482 · Cited by 7

A highly efficient three-solvent methodology for separating colloidal nanoparticles

Tan, Z., Liu, Y., & Huang, B. (2022) · Nanoscale · doi:10.1039/d2nr00495j · Cited by 5

Synergistic engineering of shell thickness and core ordering to boost the oxygen reduction performance

Zhong, L., Zhang, X., Wang, L., Yuan, D., Deng, H., Tang, J., & Deng, L. M. (2022) · Physical Chemistry Chemical Physics · doi:10.1039/d2cp00861k · Cited by 5

Functional nanomaterials for energy and catalysis, what’s next?

Li, J., Peng, Z., & Xu, X. (2023) · Next Nanotechnology · doi:10.1016/j.nxnano.2023.100001 · Cited by 5

Metals and Alloys Additives as Enhancer for Rocket Propulsion: A Review

Ismail, I. I., Nordin, N. H., Azami, M. H., & Abdullah, N. A. (2021) · ARTS Bulletin : · doi:10.37934/arfmts.90.1.19 · Cited by 5

Bridging the Catalyst Reactivity Gap between Au and Cu for the Reverse Water–Gas Shift Reaction

Yan, D., Kristoffersen, H. H., Castelli, I. E., & Rossmeisl, J. (2022) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.2c06504 · Cited by 5

Optimising descriptors to correlate stability of C- or N-doped high-entropy alloys: a combined DFT and machine-learning regression study

Lee, C., Lee, J., & Chen, H. T. (2025) · Faraday Discussions · doi:10.1039/d5fd00107b · Cited by 4

Shaping Sustainable Green Hydrogen Generation with High-Entropy Alloy Catalysts: A Review and Future Perspectives

Saini, K., Sehrawat, S., Thotiyl, M. O., Pai, R. K., & Srivastava, R. (2025) · Energy & Fuels · doi:10.1021/acs.energyfuels.5c04734 · Cited by 4

Entropy‐Stabilized Cation–Anion Vacancies Coupling in High‐Entropy Two‐Dimensional Crystals for Efficient Oxygen Evolution

Sun, N., Zheng, Z., Jiang, L., Liu, G., Qin, Y., Huang, W.-H., Pao, C., Hu, Z., Lei, M., Ying, T., et al. (2026) · Advanced Functional Materials · doi:10.1002/adfm.75186 · Cited by 4

Entropy engineering in multimetallic hydroxides and oxides: a new paradigm for electrocatalytic oxygen evolution

Chandrasekaran, P., Vedanarayanan, M., & Chen, C. (2026) · Nanoscale Horizons · doi:10.1039/d6nh00108d · Cited by 4

Enthalpy-regulated PtCoNiCuCr high-entropy alloy for superior oxygen reduction reaction activity and stability in fuel cells

Chen, H., 湛新星, Ye, H., Cao, L., Lai, H., Zhou, L., Tian, J., Xie, Y., & Tong, X. (2026) · Journal of Colloid and Interface Science · doi:10.1016/j.jcis.2026.140791 · Cited by 4

Role of vacancies in structural thermalization of binary and high-entropy alloys

Kristoffersen, H. H., Pedersen, J. K., & Rossmeisl, J. (2023) · Acta Materialia · doi:10.1016/j.actamat.2023.119398 · Cited by 4

Entropy-stabilized materials as a platform to explore terbium-based pyrochlore frustrated magnets

Vayer, F., Petit, S., Damay, F., Embs, J. P., Rols, S., Colin, C. V., Lhotel, E., Bounoua, D., Dragoe, N., Bérardan, D., et al. (2024) · Communications Materials · doi:10.1038/s43246-024-00589-y · Cited by 4

Tuning surface chemistry of inverse catalysts ZnOxHy/Pt(111) without site blocking

Sawant, K. J., Gao, J., Miller, J. T., Zeng, Z., Zemlyanov, D. Y., & Greeley, J. (2025) · Chem Catalysis · doi:10.1016/j.checat.2024.101258 · Cited by 4

Correlating local lattice distortion with dislocation pinning in refractory high-entropy alloys

Luo, Z., Gao, W., & Jiang, Q. (2025) · Computational Materials Today · doi:10.1016/j.commt.2025.100028 · Cited by 4

Bifunctional FeCoNiCrM high-entropy alloy nanoparticles for coupled hydrogen evolution and glycerol oxidation

Hao, J., Sun, S., Zhou, Y., Pan, X., Du, M., & Zhu, H. (2025) · Colloids and Surfaces A Physicochemical and Engineering Aspects · doi:10.1016/j.colsurfa.2025.138019 · Cited by 4

High-temperature shock synthesis of PtRuIrMnFe high-entropy alloy nanocatalysts for an efficient hydrogen evolution reaction

Li, L., Kang, P., Ren, H., Yuan, X., Feng, D., Zhang, Y., Fu, Z., & Wang, X. (2025) · Progress in Natural Science Materials International · doi:10.1016/j.pnsc.2025.09.005 · Cited by 4

Well-defined high-entropy alloyed nanoplates triggering cocktail effect for dual-mode detection of organophosphorus pesticide

Li, J.-Y., Mei, L.-P., Wang, Z.-G., Fang, K.-M., Wang, A.-J., & Feng, J.-J. (2025) · Microchimica Acta · doi:10.1007/s00604-025-07580-5 · Cited by 4

Compression of refractory high-entropy alloy nanoparticles: Size and short-range order effects

Cartellone, F. A., Amigó, N., Roco, F. R., Deluigi, O. R., Valencia, F. J., & Bringa, E. M. (2025) · International Journal of Refractory Metals and Hard Materials · doi:10.1016/j.ijrmhm.2025.107498 · Cited by 4

When Atoms Choose Their Neighbors: Element-Specific Views of Local Chemical Order in High-Entropy Alloys

Morris, D. J., Yao, Y., & Zhang, P. (2026) · ACS Nano · doi:10.1021/acsnano.5c21782 · Cited by 4

Spinel nitride solid solutions: charting properties in the configurational space with explainable machine learning

Sánchez-Palencia, P., Hamad, S., Palacios, P., Grau‐Crespo, R., & Butler, K. T. (2022) · Digital Discovery · doi:10.1039/d2dd00038e · Cited by 4

Effects of Segregation on the Catalytic Properties of AgAuCuPdPt High-Entropy Alloy for CO Reduction Reaction

Dahale, C., Srinivasan, S. G., & Rai, B. (2023) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.3c12775 · Cited by 4

Small Trimetallic Au-PdPt Nanoparticles as Multifunctional Catalysts by Simply Engineering Their Pd–Pt Ratios

Yue, X., Fan, Y., & Xia, H. (2023) · ACS Applied Nano Materials · doi:10.1021/acsanm.3c05897 · Cited by 4

Creation of Multi‐Principal Element Alloy NiCoCr Nanostructures via Nanosecond Laser‐Induced Dewetting

Mandal, S., Gupta, A. K., Konečná, A., Shirato, N., Hachtel, J. A., & Sachan, R. (2024) · Small · doi:10.1002/smll.202309574 · Cited by 4

Bibliometric analysis of laser powder bed additive manufacturing of high-entropy alloys: where are we and how far have we come?

Bulut, C., & Yıldiz, F. (2024) · Progress in Additive Manufacturing · doi:10.1007/s40964-024-00840-5 · Cited by 4

Physical Significance of Descriptors to Predict the Band Center of High‐Entropy Nanoalloys

Nanba, Y., & Koyama, M. (2025) · Journal of Computational Chemistry · doi:10.1002/jcc.70086 · Cited by 5

Thermodynamic Modeling of Complex Solid Solutions in the Lu - H - N System via Graph Neural Network Accelerated Monte Carlo Simulations

Guan, P.-W., Spataru, C. D., Stavila, V., Jones, R. E., Sharma, P. A., & Witman, M. D. (2025) · PRX Energy · doi:10.1103/bsxd-qtph · Cited by 4

Multistep CO2 Activation and Dissociation Mechanisms on PdxPt4–x Clusters in the Gas Phase

Sechi, R., & Höltzl, T. (2023) · The Journal of Physical Chemistry A · doi:10.1021/acs.jpca.2c08333 · Cited by 4

Enhancing oxygen evolution functionality through anodization and nitridation of compositionally complex alloy

Suhadolnik, L., Bele, M., Smiljanić, M., Dražić, G., Rafailović, L. D., Neumüller, D., Šala, M., Logar, A., Hodnik, N., Gaberšček, M., et al. (2023) · Materials Today Chemistry · doi:10.1016/j.mtchem.2023.101835 · Cited by 5

Combinatorial materials discovery strategy for high entropy alloy electrocatalysts using deposition source permutationsPreprint

Banko, L., Krysiak, O. A., Xiao, B., Löffler, T., Savan, A., Pedersen, J. K., Rossmeisl, J., Schuhmann, W. W., & Ludwig, A. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2106.08776 · Cited by 4

Design of Bifunctional Oxygen Catalysts in Rechargeable Zinc–Air Batteries

Xu, X., & Shao, Z. (2022) · Wiley eBooks · doi:10.1002/9783527837939.ch3 · Cited by 4

Machine Learning-Accelerated Computational Screening of Pt-Modified Cantor Alloys as High-Entropy Electrocatalysts for Oxygen Reduction Reaction

Lobjakas, W., Clausen, C. M., Nerut, J., & Rossmeisl, J. (2025) · High Entropy Alloys & Materials · doi:10.1007/s44210-025-00063-5 · Cited by 4

Machine learning assisted local descriptors predicate oxygen reduction activity of transition metal@Ti1−xZnx alloys

Wan, T.-Z., Guo, S.-H., Yu, G., Li, J.-Z., Zhu, Y.-N., & Li, X. (2025) · Computational Materials Science · doi:10.1016/j.commatsci.2025.114345 · Cited by 3

ARCADE: Automated and Interpretable Design of Complex Catalysts

Wu, J., Jia, X., Guo, Y., Li, H., Wang, Y., Li, J., Li, J., Wang, X., Ding, Y., Li, H., et al. (2026) · ACS Catalysis · doi:10.1021/acscatal.6c06280 · Cited by 3

Strong metal support interaction driven synthesis of ultrasmall high entropy alloy nanoparticles for selective hydrogenation

Tu, R., Yang, H., Sun, Y., Liang, K., Zhang, B., Jia, C. Q., Wang, S., Wu, Y., Fan, X., Jiang, E., et al. (2025) · Journal of Catalysis · doi:10.1016/j.jcat.2025.116468 · Cited by 3

High-entropy CoCuPdPtAu hollow nanospheres as highly active electrocatalysts for the electrocatalytic oxidation of ethylene glycol

Li, P., Lei, S., Guan, F., Li, R., Deng, S., Hong, W., & Wang, J. (2025) · Colloids and Surfaces A Physicochemical and Engineering Aspects · doi:10.1016/j.colsurfa.2025.139093 · Cited by 3

How Entropy of Electrolytes Effects Aqueous Rechargeable Zinc Metal Batteries: A Review

Sun, M., Wang, N., & Yang, H. Y. (2026) · Small Methods · doi:10.1002/smtd.202502185 · Cited by 3

First-Principles and Machine Learning-Based Analysis of Sulfur Poisoning of High-Entropy Alloy Catalysts

Deshmukh, G., Bird, M., & Greeley, J. (2026) · Chemistry of Materials · doi:10.1021/acs.chemmater.5c02484 · Cited by 3

Electrosynthesis of amino acids: Innovations, challenges, and future prospects

Ye, D., Zhao, R., Li, W., Lin, H., Nie, Y., Liu, L., & Xi, J. (2026) · eScience · doi:10.1016/j.esci.2026.100585 · Cited by 3

Multi‐Objective Catalyst Discovery in High‐Entropy Alloy Composition Space: The Role of Noble Metals on the Pareto Front for Oxygen Reduction Reaction

Plenge, M. K., Tirmidzi, A., Clausen, C. M., Arenz, M., & Rossmeisl, J. (2026) · Angewandte Chemie International Edition · doi:10.1002/anie.8695284 · Cited by 3

High-entropy alloy FeCoNiCuPt with donor-bridge effect for enhancing urea electrosynthesis from CO2 and nitrate

Guo, W., Mo, Z., Xu, L., Zhang, Y., Yang, M., & Liu, B. (2026) · CHINESE JOURNAL OF CATALYSIS (CHINESE VERSION) · doi:10.1016/s1872-2067(26)64981-9 · Cited by 3

Laser Synthesis of High‐Entropy Alloy Nanoparticles in Liquids: Methods, Scalability, Applications, and Perspectives

Stuckert, R., Rehbock, C., & Barcikowski, S. (2026) · ChemistryEurope · doi:10.1002/ceur.202600005 · Cited by 4

Nanostructured transition metal electrocatalysts on nickel foam: design and performance for the alkaline OER

Zeb, Z., Khan, N., Huang, Y., Shahzad, S., Ahmed, M. M., Harb, M., Arumugam, D., Li, Y., Gao, R., Wang, Y., et al. (2026) · Journal of Materials Chemistry A · doi:10.1039/d6ta02727j · Cited by 4

Vacancy-modulated high-entropy metal sulfides for balanced polysulfide adsorption and accelerated conversion in lithium-sulfur batteries

Kim, T., Park, Y., Park, G. H., Kim, S.-G., Kwak, M., & Kim, W. J. (2026) · Journal of Energy Chemistry · doi:10.1016/j.jechem.2026.06.070 · Cited by 3

Catalytic hydrogen production in ammonia borane by lanthanum-added nonprecious metal high-entropy alloys

Ni, B., Wang, H., Chi, Y., Wang, M., & Zhao, Z. (2023) · The European Physical Journal Applied Physics · doi:10.1051/epjap/2023220330 · Cited by 3

Recent Development in Energy Conversion Systems

(2024) · Frontiers research topics · doi:10.3389/978-2-8325-4636-9 · Cited by 3

High-entropy alloys for catalysis

Nielsen, M. L. S., & Rossmeisl, J. (2024) · Elsevier eBooks · doi:10.1016/b978-0-443-22142-2.00012-0 · Cited by 3

The effects of near-surface atomic order on the catalytic properties of Cu 3 Au and CuAu 3 intermetallics for the CO 2 reduction reaction

Verga, L. G., Wang, Y., Chakraborty, T., Silva, J. L. F. D., & Mueller, T. (2023) · Catalysis Science & Technology · doi:10.1039/d3cy00658a · Cited by 3

Computer vision enabled high-quality electrochemical experimentation

Okubo, K., Thik, J., Yamaguchi, T., & Ling, C. (2024) · Digital Discovery · doi:10.1039/d4dd00213j · Cited by 3

Synthesis and Corrosion Resistance of FeMnNiAlC10 Multi-Principal Element Compound

Hussien, M., Walton, K., & Vishnyakov, V. M. (2021) · Materials · doi:10.3390/ma14216356 · Cited by 3

Low Cost, Easy Scalable High Entropy Alloy (HEA) FeCoNiZnGa for High-Efficiency Oxygen Evolution Reaction (OER)Preprint

Sharma, L., Kumar, N., Das, R., Tiwari, K., Tiwary, C. S., Biswas, K., & Halder, A. (2020) · ChemRxiv · doi:10.26434/chemrxiv.13336679 · Cited by 3

Adsorption properties of crystalline and amorphous PdIr nanoparticles. A systematic first-principles study

Chepkasov, I. V., Baidyshev, V. S., Iosimovska, A. V., Zamulin, I. S., & Kvashnin, A. G. (2025) · Journal of Catalysis · doi:10.1016/j.jcat.2025.116102 · Cited by 2

Impact of varying Al concentrations on the solid solution formation of AlCoCuNiPt high-entropy alloy: a first-principles study

Hipolito, A. N. P., Copino, R. D., Santos-Putungan, A. B., & Padama, A. A. B. (2025) · Physica Scripta · doi:10.1088/1402-4896/adca11 · Cited by 2

Electrocatalytic materials engineering: Towards the renaissance of electrochemical organic synthesis

Liu, G., Zhang, H., Kang, J., & Guo, L. (2025) · Materials Today · doi:10.1016/j.mattod.2025.05.012 · Cited by 2

Quantitative Mapping of Oxygen Affinity to Local Chemical Environments in Ti–Zr–Nb–Ta Alloys via Machine Learning

Zhou, T., Jian, D., Wei, M., Zhang, G., Zhou, Y., Huang, Y., Wang, Q. S., & Shuai, M. (2025) · Inorganic Chemistry · doi:10.1021/acs.inorgchem.5c01713 · Cited by 2

Electronic structure regulation in medium-entropy CoNiFeSe enabling efficient and durable oxygen evolution electrocatalysis

Luan, Y.-X., Liu, D.-K., Chen, Y., Song, X., Liang, J., Wang, X., Sun, W., Meng, Y., Shen, C., Zhou, R., et al. (2025) · Dalton Transactions · doi:10.1039/d5dt00739a · Cited by 2

Unlocking the Full Potential of Platinum Group Metals with Simpler and More Sustainable Syntheses of Nanomaterials

Quinson, J. (2025) · Johnson Matthey Technology Review · doi:10.1595/205651326x17520721599435 · Cited by 2

In situ Raman study of oxygen reduction reactions on model and nanocatalysts

Huang, X., Zhang, R.-Z., Zou, L., Zhang, Y. H., Li, J., Zhang, H., Zhang, H., Xu, Q.-C., & Li, J. (2025) · Chem Catalysis · doi:10.1016/j.checat.2025.101565 · Cited by 2

Efficient Synthesis and Catalytic Performance Tuning of High‐Entropy Alloys Using a Weaving Strategy

Xie, S., Wang, C., Xi, Y., Hu, Y., Wei, J., Lin, H., Xu, L., Su, P., & Tang, Y. (2025) · Angewandte Chemie · doi:10.1002/ange.202522878 · Cited by 2

Dual-transition metal MXene-supported high-entropy-alloy platinum group metal catalysts for oxygen reduction reaction: A focused review

Hlophe, P. V., Zhao, H., Li, G., Nigussa, K. N., Song, S., & Msomi, P. F. (2025) · Carbon Trends · doi:10.1016/j.cartre.2025.100594 · Cited by 2

Enhancing catalytic performance with high entropy alloys: Insights into structure-property relationships

Shi, W., Ruan, Y., Huang, K., & Mahmood, W. (2025) · Physics Letters A · doi:10.1016/j.physleta.2025.131156 · Cited by 2

Self-supported IrMnFeCoNiOx high entropy spinel as acid resistant and active oxygen evolution catalyst

Riera, S. R., Pérez-Mas, A. M., Bès, R., de la Vega, M. G., González-Ingelmo, M., Gómez, U. A. S., Blanco, C., Santamarı́a, R., Rocha, V. R. P. D., & Esquius, J. R. (2025) · Materials Today Sustainability · doi:10.1016/j.mtsust.2025.101293 · Cited by 2

Reactivity of high-entropy alloy CoCuFeMnNi surface toward CO adsorption and CO2 conversion processes: A combined density functional theory and machine learning study

Beronio, E. R. A., Palmero, M. A., Tubalinal, H. O. S., Hipolito, A. N. P., Chookajorn, T., Shimizu, K., & Padama, A. A. B. (2026) · Surfaces and Interfaces · doi:10.1016/j.surfin.2026.108457 · Cited by 2

A machine learning and explainable AI framework for adsorption energy prediction via effective representation of the adsorbate chemical environment

Karamad, M., & Biswas, A. (2026) · The Journal of Chemical Physics · doi:10.1063/5.0281310 · Cited by 2

Orchestrating a Bi0.1MnFeCoNi high-entropy alloy electrocatalyst via functional graphene quantum dot for ultrasensitive microRNA-200a-3p biosensor

Xinlan, K., Ruiyi, L., Miao, W., & Li, Z. (2026) · Journal of Alloys and Compounds · doi:10.1016/j.jallcom.2026.186140 · Cited by 2

Machine learning-accelerated transition state prediction for strain-engineered high-entropy alloy catalysts

Wang, L., Zhou, F., Ying, P., Chen, Y. Z., & Liu, Y. (2026) · Journal of Materials Informatics · doi:10.20517/jmi.2025.67 · Cited by 2

An interpretable machine learning framework for prediction of adsorption energies and generative design of active sites on arbitrary catalysts

Johnson, M. S., West, R. H., & Zádor, J. (2026) · Faraday Discussions · doi:10.1039/d5fd00143a · Cited by 2

Design principles and emerging advances of high-entropy alloy electrocatalysts for hydrogen evolution

zhao, X., Yan, J., Luo, Y., Chen, Q., Liu, X., & Tan, R. (2026) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2026.154241 · Cited by 2

Late Transition Metal Ultra-High-Entropy-Alloy Nanoparticles

Mahin, J., Kusada, K., Yamamoto, T., Toriyama, T., Murakami, Y., Sakata, O., Kawaguchi, S., Ashitani, H., Kubota, Y., & Kitagawa, H. (2026) · Precision Chemistry · doi:10.1021/prechem.5c00428 · Cited by 2

Synthesis and Regulation Mechanism of High Entropy Layered Double Hydroxide Electrocatalyst

Zhao, X., Xiang, Y., Wei, H., Guo, D., Chen, X., & Wang, S. (2026) · Small · doi:10.1002/smll.73323 · Cited by 2

Multithermal Pulse-Controlled Synthesis of Sub-3 nm High-Entropy Intermetallic Nanoparticles for Ordering Degree-Dependent Oxygen Reduction Electrocatalysis

Fang, Z., & Wu, J. (2026) · ACS Nano · doi:10.1021/acsnano.6c03081 · Cited by 2

Laser-directed approach for low-loading and highly efficient transition-metal-based high-entropy alloy anode for alkaline water electrolysis

Kharwar, Y. P., Nemala, S. S., Guha, P., Zaman, W. Q., Yu, Z., Srinivas, K., Pal, A. S., Deepak, F. L., Buckle, T., Fonseca, A., et al. (2026) · Chemical Engineering Journal · doi:10.1016/j.cej.2026.177915 · Cited by 2

Beyond Single‐Active Sites: The Emergence of High‐Entropy Perovskites in Energy and Environment Catalysis

Aravinthkumar, K., Lin, P., Hsieh, S., & Hsieh, S. (2026) · ChemSusChem · doi:10.1002/cssc.70851 · Cited by 2

Computational Screening of Pt-Skin Oxygen Reduction Reaction Electrocatalyst Supported by Random Solid-Solution PtPdRhIrRu Alloy

Aliman, J. M., Ebaya, J. L. P., Bongabong, K. J., Domato, D. C., Chan, G. L., & Ambolode, L. C., II (2026) · Journal of Physics Conference Series · doi:10.1088/1742-6596/3268/1/012025

Unraveling Reactivity Origin of Oxygen Reduction at High-Entropy Alloy Electrocatalysts with a Computational and Data-Driven Approach

Huang, Y., Wang, S., Wang, X., Omidvar, N., Achenie, L. E. K., Skrabalak, S. E., & Xin, H. (2024) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.4c01630 · Cited by 29

Inverse design and discovery of high entropy alloy catalysts for efficient oxygen evolution reaction

Thoudam, J., & Jain, A. (2026) · The Journal of Chemical Physics · doi:10.1063/5.0328756

Machine-learning-assisted discovery of highly efficient high-entropy alloy catalysts for the oxygen reduction reaction

Wan, X., Zhang, Z., Yu, W., Niu, H., Wang, X., & Guo, Y. (2022) · Patterns · doi:10.1016/j.patter.2022.100553 · Cited by 93

Following Paths of Maximum Catalytic Activity in the Composition Space of High‐Entropy Alloys

Plenge, M. K., Pedersen, J. K., Mints, V. A., Arenz, M., & Rossmeisl, J. (2022) · Advanced Energy Materials · doi:10.1002/aenm.202202962 · Cited by 44