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{"year": 2025, "papers": [{"name": "Generative AI enables medical image segmentation in ultra low-data regimes", "title": "Generative AI enables medical image segmentation in ultra low-data regimes", "journal": "Nature Communications", "url": "https://doi.org/10.1038/s41467-025-61754-6", "citations": 23}, {"name": "High Rectification Ratio Self‐Rectifying Memristor Crossbar Array for Convolutional Neural Network Operations", "title": "High Rectification Ratio Self‐Rectifying Memristor Crossbar Array for Convolutional Neural Network Operations", "journal": "Small", "url": "https://doi.org/10.1002/smll.202500062", "citations": 10}, {"name": "Visualizing nexus of porous architecture and reactive transport in heterogeneous catalysis by deep learning computer vision and transfer learning", "title": "Visualizing nexus of porous architecture and reactive transport in heterogeneous catalysis by deep learning computer vision and transfer learning", "journal": "Nature Communications", "url": 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A code for calculating band-structure dependent quantities", "year": 2006, "url": "https://doi.org/10.1016/j.cpc.2006.03.007"}, "Brust–Schiffrin": {"title": "Synthesis of thiol-derivatised gold nanoparticles in a two-phase Liquid–Liquid system", "year": 1994, "url": "https://doi.org/10.1039/c39940000801"}, "Cantor alloy": {"title": "Microstructural development in equiatomic multicomponent alloys", "year": 2004, "url": "https://doi.org/10.1016/j.msea.2003.10.257"}, "Carbothermal shock": {"title": "Carbothermal shock synthesis of high-entropy-alloy nanoparticles", "year": 2018, "url": "https://doi.org/10.1126/science.aan5412"}, "CGCNN": {"title": "Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties", "year": 2018, "url": "https://doi.org/10.1103/physrevlett.120.145301"}, "ChemCrow": {"title": "Augmenting large language models with chemistry tools", "year": 2024, "url": "https://doi.org/10.1038/s42256-024-00832-8"}, "CHGNet": {"title": "CHGNet as a pretrained universal neural network potential for charge-informed atomistic modelling", "year": 2023, "url": "https://doi.org/10.1038/s42256-023-00716-3"}, "CI-NEB": {"title": "A climbing image nudged elastic band method for finding saddle points and minimum energy paths", "year": 2000, "url": "https://doi.org/10.1063/1.1329672"}, "CLIP": {"title": "Continuous liquid interface production of 3D objects", "year": 2015, "url": "https://doi.org/10.1126/science.aaa2397"}, "COF-1": {"title": "Porous, Crystalline, Covalent Organic Frameworks", "year": 2005, "url": "https://doi.org/10.1126/science.1120411"}, "Cold sintering": {"title": "Cold Sintering: A Paradigm Shift for Processing and Integration of Ceramics", "year": 2016, "url": "https://doi.org/10.1002/anie.201605443"}, "Computational hydrogen electrode": {"title": "Origin of the Overpotential for Oxygen Reduction at a Fuel-Cell Cathode", "year": 2004, "url": "https://doi.org/10.1021/jp047349j"}, "Coscientist": {"title": "Autonomous chemical research with large language models", "year": 2023, "url": "https://doi.org/10.1038/s41586-023-06792-0"}, "Cryo-EM of Li dendrites": {"title": "Atomic structure of sensitive battery materials and interfaces revealed by cryo–electron microscopy", "year": 2017, "url": "https://doi.org/10.1126/science.aam6014"}, "CVD graphene on Cu": {"title": "Large-Area Synthesis of High-Quality and Uniform Graphene Films on Copper Foils", "year": 2009, "url": "https://doi.org/10.1126/science.1171245"}, "DFT+U (Dudarev)": {"title": "Electron-energy-loss spectra and the structural stability of nickel oxide: An LSDA+U study", "year": 1998, "url": "https://doi.org/10.1103/physrevb.57.1505"}, "DFT-D3": {"title": "A consistent and accurate ab initio parametrization of density functional dispersion correction (DFT-D) for the 94 elements H-Pu", "year": 2010, "url": "https://doi.org/10.1063/1.3382344"}, "Dip-pen nanolithography": {"title": "\"Dip-Pen\" Nanolithography", "year": 1999, "url": "https://doi.org/10.1126/science.283.5402.661"}, "Direct ink writing": {"title": "Direct Ink Writing of 3D Functional Materials", "year": 2006, "url": "https://doi.org/10.1002/adfm.200600434"}, "EAM": {"title": "Embedded-atom method: Derivation and application to impurities, surfaces, and other defects in metals", "year": 1984, "url": "https://doi.org/10.1103/physrevb.29.6443"}, "Electron ptychography": {"title": "Electron ptychography of 2D materials to deep sub-ångström resolution", "year": 2018, "url": "https://doi.org/10.1038/s41586-018-0298-5"}, "Electrospinning (Li & Xia)": {"title": "Electrospinning of Nanofibers: Reinventing the Wheel?", "year": 2004, "url": "https://doi.org/10.1002/adma.200400719"}, "EXAFS (Sayers, Stern, Lytle)": {"title": "New Technique for Investigating Noncrystalline Structures: Fourier Analysis of the Extended X-Ray—Absorption Fine Structure", "year": 1971, "url": "https://doi.org/10.1103/physrevlett.27.1204"}, "Flash Joule heating": {"title": "Gram-scale bottom-up flash graphene synthesis", "year": 2020, "url": "https://doi.org/10.1038/s41586-020-1938-0"}, "GAP": {"title": "Gaussian Approximation Potentials: The Accuracy of Quantum Mechanics, without the Electrons", "year": 2010, "url": "https://doi.org/10.1103/physrevlett.104.136403"}, "GITT": {"title": "Determination of the Kinetic Parameters of Mixed‐Conducting Electrodes and Application to the System Li3Sb", "year": 1977, "url": "https://doi.org/10.1149/1.2133112"}, "GNoME": {"title": "Scaling deep learning for materials discovery", "year": 2023, "url": "https://doi.org/10.1038/s41586-023-06735-9"}, "GW (Hybertsen–Louie)": {"title": "Electron correlation in semiconductors and insulators: Band gaps and quasiparticle energies", "year": 1986, "url": "https://doi.org/10.1103/physrevb.34.5390"}, "High-entropy alloy (Yeh)": {"title": "Nanostructured High‐Entropy Alloys with Multiple Principal Elements: Novel Alloy Design Concepts and Outcomes", "year": 2004, "url": "https://doi.org/10.1002/adem.200300567"}, "Hohenberg–Kohn": {"title": "Inhomogeneous Electron Gas", "year": 1964, "url": "https://doi.org/10.1103/physrev.136.b864"}, "Hot injection (Murray et al.)": {"title": "Synthesis and characterization of nearly monodisperse CdE (E = sulfur, selenium, tellurium) semiconductor nanocrystallites", "year": 1993, "url": "https://doi.org/10.1021/ja00072a025"}, "HSE": {"title": "Hybrid functionals based on a screened Coulomb potential", "year": 2003, "url": "https://doi.org/10.1063/1.1564060"}, "Hummers' method": {"title": "Preparation of Graphitic Oxide", "year": 1958, "url": "https://doi.org/10.1021/ja01539a017"}, "Inverse design review": {"title": "Inverse molecular design using machine learning: Generative models for matter engineering", "year": 2018, "url": "https://doi.org/10.1126/science.aat2663"}, "Kelvin probe force microscopy": {"title": "Kelvin probe force microscopy", "year": 1991, "url": "https://doi.org/10.1063/1.105227"}, "Kohn–Sham": {"title": "Self-Consistent Equations Including Exchange and Correlation Effects", "year": 1965, "url": "https://doi.org/10.1103/physrev.140.a1133"}, "LAMMPS": {"title": "Fast Parallel Algorithms for Short-Range Molecular Dynamics", "year": 1995, "url": "https://doi.org/10.1006/jcph.1995.1039"}, "Laser flash": {"title": "Flash Method of Determining Thermal Diffusivity, Heat Capacity, and Thermal Conductivity", "year": 1961, "url": "https://doi.org/10.1063/1.1728417"}, "Liquid-cell TEM growth": {"title": "Observation of Single Colloidal Platinum Nanocrystal Growth Trajectories", "year": 2009, "url": "https://doi.org/10.1126/science.1172104"}, "Liquid-phase exfoliation": {"title": "High-yield production of graphene by liquid-phase exfoliation of graphite", "year": 2008, "url": "https://doi.org/10.1038/nnano.2008.215"}, "M3GNet": {"title": "A universal graph deep learning interatomic potential for the periodic table", "year": 2022, "url": "https://doi.org/10.1038/s43588-022-00349-3"}, 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