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11 papers in the last four weeks, down 8% on the four weeks before. 0.1% of all new papers.

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  1. Impedance-Guided Programmable Transmission of Localized Deformation in Modular Soft Metamaterials

    Jul 9, 2026Weiyun Xu, Daewon Hong, Zhi Zhao +2Materials ScienceImpedance Control

    Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA. · Department of Mechanical Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA. · National Center for Supercomputing Applications, Urbana, IL 61801, USA.

  2. MatBind: A Shared Embedding Space for Multimodal Materials Characterization

    Jul 9, 2026Le Yang, Anoop K. Chandran, Jona Östreicher +8Cross-Modal AlignmentMultimodal Embedding

    Institute for Advanced Simulations · Institute for Advanced Simulations (IAS-9), Forschungszentrum Jülich GmbH, 52425 Jülich, Germany · Jülich Supercomputing Centre, Forschungszentrum Jülich +15

  3. Bayesian Optimization of Genetic Algorithm Hyperparameters in a Multi-Fidelity Framework for Efficient Lattice Material Design

    Jul 8, 2026Sergei Zorkaltsev, Maciej Haranczyk, Christina SchenkMulti-Fidelity OptimizationBayesian Optimization

    1IMDEA Materials Institute, Eric Kandel 2, Getafe, 28906, Madrid, Spain. · Department of Materials Science and Engineering and Chemical Engineering, Universidad Carlos III de Madrid, Av. Universidad 90, Leganes, 28911, Madrid, Spain.

  4. A Physics-Regulated Neural Framework for Learning 3D Grain Growth Dynamics

    Jul 6, 2026Zhihui Tian, Kang Yang, Michael Tonks +2Neural Surrogate ModelingMaterials Science

    Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA · Department of Materials Science Engineering, University of Florida, Gainesville, FL, USA · Department of Materials Science Engineering, University of Florida, Carnegie Mellon University, Pittsburgh, PA, USA

  5. SeqGPT: A Constrained Transformer Agent for the Inverse Designof Multi-Panel Composite Structures

    Jul 3, 2026Driss Chraibi, Alejandro García Pis, Stéphane Grihon +1Materials ScienceNeural Combinatorial Optimization

    Toulouse INP · Airbus Operations SAS, Toulouse, France · IRIT +1

  6. MatPhaseBench: A Semantics-Guided Benchmark for Materials Phase Diagrams Understanding

    Jul 3, 2026Hanwen Wang, Sihan Liang, Zhiwei Liu +4VLM EvaluationAI for Science

    Computer Network Information Center, Chinese Academy of Sciences University of Chinese Academy of Sciences Beijing, China · University of Manchester Manchester, UK · Institute of Metal Research, Chinese Academy of Sciences Shenyang, China +1

  7. Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination

    Jul 1, 2026Subhadeep Pal, Shashwat Sourav, Tirthankar Ghosal +1LLM Reasoning with GraphsRL for Language Model Reasoning

    Department of Civil and Environmental Engineering MASSACHUSETTS INSTITUTE OF TECHNOLOGY Cambridge, MA, USA · Department of Physics Washington University in St. Louis St. Louis, MO, USA · Computing and Computational Sciences Directorate Oak Ridge National Laboratory Oak Ridge, TN, USA +3

  8. From Materials Database to Materials Bank: Assetizing Data for AI Driven Materials Innovation

    Jun 30, 2026Chenyao Ma, Di Zhang, Weibo Gong +9AI-Assisted Decision MakingMaterials Science

    Suzhou MatSource Technology Co., Ltd., Suzhou 215000, Jiangsu, China. · Advanced Institute for Materials Research (WPI-AIMR), Tohoku University, Sendai 980-8577, Japan · Frontier Research Institute for Interdisciplinary Sciences (FRIS), Tohoku University, Sendai, 980-8577, Japan +2

  9. Hybrid Unet-Transformer Model for Generating Stress and Strain Fields from Composite Geometrics

    Jun 30, 2026Shrey PatelNeural Surrogate ModelingHybrid CNN-Transformer Architectures

    University of Maryland-College Park United States of America

  10. Unlocking the Visual Record of Materials Science: A Large-Scale Multimodal Dataset from Scientific Literature

    Jun 29, 2026Subham Ghosh, Shubham Tiwari, Mohammad Ibrahim +1LLM-Assisted AnnotationMaterials Science

    Mehta Family School of Data Science and Artificial Intelligence Indian Institute of Technology Roorkee, Uttarakhand, India-247667 · Department of Metallurgical and Materials Engineering Indian Institute of Technology Roorkee, Uttarakhand, India-247667

  11. On Surrogate Modeling of Static Response of AM Short-Fiber Thermoplastics Using Graph Neural Networks

    Jun 27, 2026Pharindra Pathak, Vipin Kumar, Trenton M. Ricks +2Neural Surrogate ModelingStructural Mechanics

    Auburn University, Oakridge National Lab, NASA Glenn Research Center, Auburn University, Auburn University · Graduate Student, Department of Aerospace Engineering, Auburn University, Auburn, AL · Sr. R&D Staff Member, Manufacturing Science Division, ORNL, Knoxville, TN +3

  12. A Reduced Order Model for Emergent Mechanics in Woven Systems

    Jun 22, 2026Anvay A. Pradhan, Evgueni T. Filipov, Talia Y. MooreStructural MechanicsMaterials Science

    Department of Mechanical Engineering, University of Michigan, Ann Arbor, Michigan, 48109, USA · Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, Michigan, 48109, USA · Department of Robotics, University of Michigan, Ann Arbor, Michigan, 48109, USA +1

  13. Deep material network for homogenization of piezoelectric composites

    Jun 21, 2026Ting-Ju Wei, Yen-Ming Lu, Chuin-Shan ChenNeural Surrogate ModelingMaterials Science

    Department of Civil Engineering National Taiwan University Taipei, Taiwan · Department of Civil Engineering Department of Materials Science and Engineering National Taiwan University Taipei, Taiwan

  14. ARIA: A Causal-Aware Framework for Rescuing LLM Reasoning in Trustworthy Materials Discovery

    Jun 21, 2026Yi Cao, Liaoyaqi Wang, Jieneng Chen +3Knowledge Augmentation for Language ModelsMaterials Property Prediction

  15. Accurate identification and measurement of the precipitate area by two-stage deep neural networks in novel chromium-based alloys

    Jun 20, 2026Zeyu Xia, Kan Ma, Sibo Cheng +7Image SegmentationMaterials Science

    Queensland University of Technology, Queensland 4000, Australia · School of Metallurgy and Materials, University of Birmingham, Birmingham B15 2SQ, United Kingdom. · Data Science Institute, Department of Computing, Imperial College London, London SW7 2AZ, United Kingdom. +4

  16. Physics-Guided Fully Convolutional Spatiotemporal Learning Toward Digital-Twin-Enabled Microstructure Evolution Prediction

    Jun 18, 2026Michael Trimboli, Wenxi Liu, Xianqi LiNeural Surrogate ModelingMaterials Science

    Department of Mathematics and Systems Engineering, Florida Institute of Technology, Melbourne, FL, 32901, USA

  17. Empowering Polymeric Materials Discovery by Artificial Intelligence

    Jun 18, 2026Chenyao Ma, Linda Zhang, Yuheng Chen +29AI Agents for Scientific DiscoveryMaterials Science

    Suzhou MatSource Technology Co., Ltd., Suzhou 215000, Jiangsu, China. · Advanced Institute for Materials Research (WPI-AIMR), Tohoku University, Sendai 980-8577, Japan. · Frontier Research Institute for Interdisciplinary Sciences (FRIS), Tohoku University, Sendai, 980-8577, Japan. +11

  18. AdsMind: A Physics-Grounded Multi-Agent System for Self-Correcting Discovery of Adsorption Configurations on Heterogeneous Catalyst Surfaces

    Jun 17, 2026Zongmin Zhang, Yuyang Lou, Bowen Zhang +6Multi-Agent LLM SystemsMaterials Science

    Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Jun Kowloon, Hong Kong 999077, China · Department of Chemistry, Hong Kong University of Science and Technology, Kowloon, Hong Kong 999077, China · Laboratory of Artificial Chemical Intelligence (LIAC), EPFL, Lausanne, Switzerland +2

  19. Automatic ply-specific analyses of CFRP micrographs using shortest-path-based ply distinction

    Jun 17, 2026Jonas Naumann, Jonas P. Appels, Julius Biermann +3Image SegmentationInstance Segmentation

  20. Toward Controllable Catalyst Inverse Design via Large-Scale Autoregressive Pretraining

    Jun 16, 2026Dong Hyeon Mok, Jonggeol Na, Seoin BackMaterials ScienceAutoregressive Generation

    Department of Chemical and Biomolecular Engineering, Institute of Emergent Materials, Sogang University, Seoul 04107, Republic of Korea · Department of Chemical Engineering and Materials Science, Ewha Womans University, Seoul 03760, Republic of Korea · Department of Chemical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea +4

  21. NIMO: A Software Platform for Closed-Loop Materials Exploration with Diverse AI Algorithms

    Jun 14, 2026Ryo Tamura, Naruki Yoshikawa, Koji Tsuda +1Materials ScienceScientific Workflow Automation

    Center for Basic Research on Materials, National Institute for Materials Science, 1-1 Namiki, Tsukuba, Ibaraki 305-0044, Japan · Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwa-no-ha, Kashiwa, Chiba 277-8561, Japan · Center for Green Research on Energy and Environmental Materials, National Institute for Material Science, 1-1 Namiki, Tsukuba, Ibaraki 305-0044, Japan

  22. Design and Fabrication of a Spin Coater with In-Situ Optical Measurement for Soft Thin Films

    Jun 13, 2026Daniel Gliksberg, Jiajie Qiu, Jun Suzuki +1Materials Science

    Mechanical Engineering Massachusetts Institute of Technology Cambridge, MA, US · The Japan Steel Works, LTD. Shinagawa, Tokyo, Japan

  23. CANN-EUCLID: unsupervised constitutive artificial neural network model discovery from full-field data

    Jun 12, 2026Benjamin Alheit, Siddhant Kumar, Mathias PeirlinckHyperelasticityMaterials Science

    Department of BioMechanical Engineering, Faculty of Mechanical Engineering, Delft University of Technology · Department of Material Science Engineering, Faculty of Mechanical Engineering, Delft University of Technology

  24. A Multi-Level Architecture for Reusable Materials Ontologies -- The OntoCrafter Ceramics Ontology (OCO) as Reference Implementation

    Jun 12, 2026Thomas Pannek, Wolfgang GrondMaterials Science

    Numberland — Dr. Wolfgang Grond, Lohfeld 20, 95326, Kulmbach, Germany

  25. LapidaryEngine: Fully Conversational Crystal Generation

    Jun 12, 2026Yusei Ito, Yuta Suzuki, Tomoya Murata +1Materials ScienceCrystal Structure Generation

    Lattice Lab, Toyota Motor Corporation

  26. Closed-loop discovery of out-of-distribution processing protocols by evolutionary search and uncertainty-aware learning

    Jun 11, 2026Yu Liu, Stanislav Udovenko, Ching-Che Lin +4Materials ScienceAutonomous Experimentation

    Department of Materials Science and Engineering, University of Tennessee, Knoxville, Tennessee 37996, USA · Materials Science and Engineering Department, Materials Research Institute, the Pennsylvania State University, University Park, Pennsylvania 16802, USA · Department of Materials Science and NanoEngineering, Rice University, Houston, TX 77005, USA +4

  27. IPSM-Bench: A New Intermediate Phase Segmentation Benchmark in Microstructure Images of Zinc-Based Absorbable Biomaterials

    Jun 9, 2026Jinglin Xu, Shangyan Zhao, Jiabo Wang +5Image SegmentationMaterials Science

    School of Artificial Intelligence, University of Science and Technology Beijing, China · School of Materials Science and Engineering, University of Science and Technology Beijing, China · School of Big Data and Software Engineering, Chongqing University, China +3

  28. Magnetic HIP-NN for spin dynamics in disordered itinerant magnets

    Jun 9, 2026Supriyo Ghosh, Yunhao Fan, Sheng Zhang +2Equivariant Neural NetworksMessage Passing Neural Networks

    Department of Physics, University of Virginia, Charlottesville, Virginia 22904, USA · Department of Chemistry, University of Chicago, Chicago, IL 60637, USA · Theoretical Division and CNLS, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA

  29. Context-Aware Deep Learning for Defect Classification in Atomic-Resolution STEM

    Jun 8, 2026Jiadong Dan, Cheng Zhang, Leyi Loh +5Materials ScienceMultimodal Classification

    Department of Biological Sciences, National University of Singapore, Singapore · Centre for BioImaging Sciences (CBIS), National University of Singapore, Singapore · Department of Materials Science and Engineering, City University of Hong Kong, China +5

  30. Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design

    Jun 8, 2026Yijie Li, Jiahao Xu, Ching-Chih Tsao +2Materials SciencePhysics-Informed ML

    National University of Singapore, Singapore · UT Austin USA