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RESEARCH PAPER · Progress in Materials Science · 2025

MXenes and its composite structures: synthesis, properties, applications, 3D/4D printing, and artificial intelligence; machine learning integration

Vimukthi Dananjaya, Nethmi Hansika, Sathish Marimuthu, Venkata S. Chevali, Yogendra Kumar Mishra, Andrews Nirmala Grace, Nisa V. Salim, Chamil Abeykoon

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MXenes and its composite structures: synthesis, properties, applications, 3D/4D printing, and artificial intelligence; machine learning integrationOriginalThermo-mechanical and electrical properties of graphene nanoplatelets reinforced recycled polypropylene nanocomposites17Recent advances in MXene materials for zinc-ion hybrid capacitors20Design and Evaluation of 3D‐Printed Polylactic Acid Composites Reinforced with Biodegradable Bamboo Powder and Jute Powder14Revolutionizing MXene nanomaterials for hydrogen production and storage: Enhancing catalysis, storage, mechanical integrity, and ecosystem compatibility6Investigation of the mechanical properties of 3D printed hollow parts with finite element analysis13Three-dimensional prelithiated Ti3C2Tx for high-capacity lithium-ion batteries anode7Emerging magnetic MXenes in water treatment, desalination, and resource recovery: Advances, challenges, and prospects7Low‐Ammonia Preservation and Functional Reinforcement of Natural Rubber Latex Enabled by MXene ‐ SiO 2 Nanocomposites0Morphology-Controllable Liquid Metal/Diamond Sandwich-Structured Thermal Interface Material toward High-Efficiency Thermal Management55MXenes for hydrogen energy systems: Advances in production, storage, fuel cells, and safety applications18MXene Material Property Prediction via Transfer Learning with Graph Neural Networks1Mechanistic Insights into Heterogeneous Electron Transfer Kinetics of Ti3C2Tx and V2CTx MXene-Based Nanoelectrodes: An Electrochemical and DFT Correlation13Recent advances and future prospects of flexible sensors based on natural rubber7Operando Evaluation of NIR-Absorbing Squaraine Molecules for Dye-Sensitized Solar Cells: An Informatics-Driven Molecular Machine Learning Framework4MXene‐Based Electromagnetic Interference Shielding Materials: A Leap From Fundamental Research to Intelligent Customization26Well-Aligned Liquid Crystal Interface and Expanded Solvation Sheath Accelerate Zn 2+ Desolvation Kinetics for Stable Zinc Batteries70Hydrogen-rich reduction coupled with wet leaching for the conversion of spent SCR catalysts into carbide solid solutions2Sodium ion pre-intercalation synergistically enhances the lithium storage performance of Ti3C2Tx MXene4MXene‐Enabled Photodetectors: Material Modulation, Device Performance Enhancement, and Recent Progress4Laser fabrication of MXene-based planar micro-supercapacitors1Hierarchical Silk‐Based Textile Sensor: Recent Advances in Multidimensional Processing and Multiscenario Applications5Defect and non-metallic doping co-engineering in two-dimensional transition-metal carbide-based electrocatalysts for renewable energy conversion28Integrated machine learning approach for final weight prediction in stimuli-responsive four-dimensional printed single-layer elastomer strip3Application of MXenes in microbial fuel cells: A review4Tailoring interfacial chemistry of aluminum alloy anodes for high-performance aqueous aluminum-ion batteries12Advances in structural engineering and electrochemical insights of MXene-based derivates for next generation micro-supercapacitor with tuneable ink, microelectrode design, and scalable manufacturing strategies11Hybrid MXenes for supercapacitors: Advances, mechanisms, and outlook3Nanoarchitectonics for Sensors2Recent Progress in MXene‐Based Derivatives: “Positions and Functions of MXenes in Photocatalytic”16Engineering monolayer Ti 3 C 2 T x -Ni/C heterostructures for enhanced hydrogen evolution catalysis2Artificial Intelligence in Biomedical 3D Printing: Mapping the Evidence5Multifunctional Chitosan Aerogels with Superior Mechanical Properties via Freeze-Confined Cross-Linking and Ambient Drying4Green Electromagnetic Shielding Materials from Biomass: Mechanisms, Design Strategies, and Future Perspectives2Large-sized and Low-defect Monolayer Ti3C2Tx MXene in Hectogram Mass Production for Superior Electromagnetic Radiation Management0Large-sized and Low-defect Monolayer Ti3C2Tx MXene in Hectogram Mass Production for Superior Electromagnetic Radiation Management0MXene-based materials for proton-exchange membrane fuel cell applications5Nanomaterials and Composites for Renewable Energy Generation and Harvesting1Recent advances in MXenes for healthcare applications: bioimaging, therapeutics, biosensing, and tissue engineering0Surface Engineering of MXenes for Biomedical Uses: Functionalization Strategies and Application Trends9MXene-based composite electrochemical immunosensors for cancer biomarker detection: A comprehensive review of current advances, challenges, and future perspectives4Chemiresistive Effect in Ti0.2V1.8C MXene/Metal Oxide Hetero-Structured Composites0Integrating artificial intelligence with electrochemical science for advanced energy storage9Engineering MXene-based electrocatalysts for efficient water splitting: Mechanistic insights, structural modulation, and future perspectives2Mechanically tunable structural color hydrogel with MXene/PEDOT:PSS conductive networks for dual-channel information encoding11Novel MXene-metal–organic framework composites as high-performance adsorbents2Solid state friction-based additive manufacturing of heterogeneous metallic composites: Recent progress and future prospects7Multifunctional implantable hydrogels: Smart platforms at the forefront of biomedical innovation13Triboelectric Nanogenerators for Thermal Management Application: Current Progress and Future Prospects21MXene–Quantum Dot Heterostructures in the Water–Energy Nexus: Simultaneous Photocatalytic Pollutant Degradation and Electrochemical Energy Storage5AI‐Assisted Design of 2D‐Material Electrode for Next‐Generation Wearable Aqueous Zinc Batteries1Data driven intelligent research and development of gel electrolyte: Methods, challenges and cutting-edge trends1Unlocking anode-free battery performance: AI-enhanced electron microscopy for deciphering layered cathode interfaces0From 2D MXenes to 3D Carbides: Transformation of Ti 3 C 2 T z Thin Films into TiC x Carbide Nanolayers1Integration learning-assisted screening of MOene hydrogen adsorption configurations and prediction of room-temperature hydrogen storage performance1Cracking the challenge of synthesizing ammonia under mild conditions: Machine learning guided plasma electrocatalytic synergistic mechanism and rational design0Recent advances in MXene quantum dots for energy storage: Synthesis, properties, and applications0Design and synthesis of Ti3C2 and Ti3C2Tx MXenes for sensing, energy, and electromagnetic interference shielding: Advancing multifunctional applications with machine learning-assisted material design1Polylactic acid/MXene composites: A journey from structural properties to emerging multifunctional applications1Electrode design and interface engineering of MXenes promote energy storage applications5Rational design of MXenes as multifunctional quantum materials: structure tuning of electronic, optical, and magnetic properties0Mechanical stability and thermal transport in novel M2CrSnC2 (M = Zr, Nb, Mo) MAX-phase candidates: a first-principles study0Lewis‐Acidic Metal Cation Etching for General Aqueous Preparation of 2D MBenes (MB) and MB/Metal Heterostructures0Smartphone-integrated Ti2C quantum dots-alginate hydrogel patch for colorimetric monitoring of sweat total antioxidant capacity0Two‐Dimensional Layered Materials for Aqueous Zinc‐Ion Batteries: Multifunctional Roles and Mechanistic Insights0Additively manufactured PLA biocomposites for sustainable manufacturing – Effects of filler characteristics and morphology on printability, mechanical integrity, degradation and circular design0Artificial intelligence for carbon materials in electrochemical energy storage: Methods, applications, and perspectives0Machine learning for cracking the molecular code of room-temperature organic phosphorescent materials: From structure-property relationship to performance prediction0Compositional and Structural Engineering of MAX Phases and Their Derivatives for Electrochemical Energy Storage and Conversion1Recent research landscape on preparation strategies of 2D MXenes and 3D MXenes for energy storage applications0MXenes From Fundamentals to Market: Structural Characteristics, Emerging Synthesis Routes, Applications, and AI‐Accelerated Innovations0MXene based nanostructures for NeuroBiosensing: A review0Experimental insights of solvent polymeric matrix and electric field influence on dielectrophoretic assembling of MXene-based composites0A critical review of MXene and MXene/polymer composites: Structure-Property relationships, applications, and data-driven perspectives0Unraveling the Reaction Mechanism and Activity of Grain Boundary Engineered M 2 C MXenes Toward Urea Electrosynthesis by High‐Throughput DFT Calculations and Machine Learning0Etching-driven evolution of Ti3C2Tx MXenes and its chemistry from a single Ti3AlC2 MAX phase for electrochemical energy storage performance0MXenes at the Immune Interface: A Perspective on Influence of Physicochemical Design in Immunomodulation0Single-atom–engineered MXene heterostructures: Synthesis strategies and mechanistic insights for Lithium-, sodium-, potassium-, zinc-, sulfur-, and supercapacitor-based energy storage0

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  2. Recent advances in MXene materials for zinc-ion hybrid capacitors

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  3. Design and Evaluation of 3D‐Printed Polylactic Acid Composites Reinforced with Biodegradable Bamboo Powder and Jute Powder

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  4. Revolutionizing MXene nanomaterials for hydrogen production and storage: Enhancing catalysis, storage, mechanical integrity, and ecosystem compatibility

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  5. Investigation of the mechanical properties of 3D printed hollow parts with finite element analysis

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  6. Three-dimensional prelithiated Ti3C2Tx for high-capacity lithium-ion batteries anode

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  7. Emerging magnetic MXenes in water treatment, desalination, and resource recovery: Advances, challenges, and prospects

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  8. Low‐Ammonia Preservation and Functional Reinforcement of Natural Rubber Latex Enabled by MXene ‐ SiO 2 Nanocomposites

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  9. Morphology-Controllable Liquid Metal/Diamond Sandwich-Structured Thermal Interface Material toward High-Efficiency Thermal Management

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  10. MXenes for hydrogen energy systems: Advances in production, storage, fuel cells, and safety applications

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  11. MXene Material Property Prediction via Transfer Learning with Graph Neural Networks

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  12. Mechanistic Insights into Heterogeneous Electron Transfer Kinetics of Ti3C2Tx and V2CTx MXene-Based Nanoelectrodes: An Electrochemical and DFT Correlation

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  13. Recent advances and future prospects of flexible sensors based on natural rubber

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  14. Operando Evaluation of NIR-Absorbing Squaraine Molecules for Dye-Sensitized Solar Cells: An Informatics-Driven Molecular Machine Learning Framework

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  15. MXene‐Based Electromagnetic Interference Shielding Materials: A Leap From Fundamental Research to Intelligent Customization

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  16. Well-Aligned Liquid Crystal Interface and Expanded Solvation Sheath Accelerate Zn 2+ Desolvation Kinetics for Stable Zinc Batteries

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  17. Hydrogen-rich reduction coupled with wet leaching for the conversion of spent SCR catalysts into carbide solid solutions

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  18. Sodium ion pre-intercalation synergistically enhances the lithium storage performance of Ti3C2Tx MXene

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  19. MXene‐Enabled Photodetectors: Material Modulation, Device Performance Enhancement, and Recent Progress

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  20. Laser fabrication of MXene-based planar micro-supercapacitors

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  21. Hierarchical Silk‐Based Textile Sensor: Recent Advances in Multidimensional Processing and Multiscenario Applications

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  22. Defect and non-metallic doping co-engineering in two-dimensional transition-metal carbide-based electrocatalysts for renewable energy conversion

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  24. Application of MXenes in microbial fuel cells: A review

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  36. MXene-based materials for proton-exchange membrane fuel cell applications

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  38. Recent advances in MXenes for healthcare applications: bioimaging, therapeutics, biosensing, and tissue engineering

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  45. Novel MXene-metal–organic framework composites as high-performance adsorbents

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  48. Triboelectric Nanogenerators for Thermal Management Application: Current Progress and Future Prospects

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  49. MXene–Quantum Dot Heterostructures in the Water–Energy Nexus: Simultaneous Photocatalytic Pollutant Degradation and Electrochemical Energy Storage

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  50. AI‐Assisted Design of 2D‐Material Electrode for Next‐Generation Wearable Aqueous Zinc Batteries

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