Monolithic GaN Systems Combining Non-Volatile Memory and Analog Computing via Area-Ratio-Engineered Ferroelectric AlScN Gate StacksGallium nitride (GaN) transistors have become the platform of choice for power electronics and radio-frequency power amplifiers. To unlock capabilities beyond those of conventional GaN, integrating…Hyeong Jun Joo, Jong Min Park, Kieran Barrett-Snyder et al.·Jul 9, 2026SaveLearn
Understanding surface potential dynamics of passivated perovskites via Kelvin Probe Force MicroscopyMolecular passivation has become central to reducing photovoltage losses in metal-halide perovskite solar cells, but its electronic action is still often inferred from device-level metrics rather…Rehmat Sood-Goodwin, Xue-Li Cao, Benjamin C. Kinvig et al.·Jul 9, 2026SaveLearn
Domain-Growth Kinetics and Scaling Laws Governing Pulse-Driven Accumulative Polarization Switching in HZOAccumulative polarization switching driven by sequential sub-coercive electric-field pulses offers a promising route toward low-power ferroelectric memories and neuromorphic devices. However, the…Manish Anand, Balram Khattar, Abhishek Sharma·Jul 9, 2026SaveLearn
Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twinTheoretical heterogeneous catalysis promises rapid catalyst discovery, yet computational and machine-learning predictions often deviate from experiment and stay confined to narrow material families,…Zhilong Song, Zongmin Zhang, Lixue Cheng·Jul 9, 2026SaveLearn
Sub-10 mK "In-cell" Magnetic Refrigeration for Cryogen-free CryostatsA design and implementation of "in-cell" magnetic refrigeration to achieve sub-10 mK temperatures T in cryogen-free dilution refrigerators is presented. The ultra low temperatures below 5 mK…Alexander M. Donald, Nicolas Silva, Christopher J. Ollmann et al.·Jul 9, 2026SaveLearn
Anisotropic Defect Diffusion in Layered CsPbBrxI3-x PerovskitesMixed-halide perovskites offer a route to enhance phase stability and modify optoelectronic properties. Here, we use large-scale molecular dynamics simulations with a reactive force field to…Konrad Wilke, Mike Pols, Titus S. van Erp et al.·Jul 9, 2026SaveLearn
Predicting Scale-Up of Metal-Organic Framework Syntheses with Large Language ModelsScalable synthesis remains the gate between MOF discovery and industrial deployment, as scale-up know-how is fragmented across disparate reports. We introduce ScaleMOF, a literature-mined dataset and…Peter Walther, Hongrui Sheng, Xinxin Liu et al.·Jul 9, 2026SaveLearn
The role of austenite twins on variant selection during bainitic decomposition of a low carbon (0.06 wt%) steelThermomechanical Controlled Processing (TMCP) is widely used to control the microstructure and properties of linepipe or high strength low alloy steels (HSLA). These steels are often joined by…Ruth M. Birch, Ben Britton, Warren J Poole·Jul 9, 2026SaveLearn
Rust-accelerated powder X-ray diffraction simulation for high-throughput and machine-learning-driven materials scienceHigh-throughput powder X-ray diffraction (XRD) simulations are a key prerequisite for generating large datasets used in the development of machine-learning models for XRD-based materials analysis.…Miroslav Lebeda, Jan Drahokoupil, Petr Veřtát et al.·Jul 9, 2026SaveLearn
Exceptionally high carrier mobility in hexagonal diamondHexagonal diamond (h-diamond), or Lonsdaleite, is a promising wide-bandgap semiconductor known for its high thermal conductivity and hardness. Based on ab initio calculations, we demonstrate…Zirui He, Shang-Peng Gao, Meng Chen·Jul 9, 2026SaveLearn
Bgolearn: a Unified Bayesian Optimization Framework for Accelerating Materials DiscoveryEfficient exploration of vast compositional and processing spaces remains a major challenge in accelerated materials discovery. Bayesian optimization (BO) provides a principled approach to identify…Bin Cao, Jie Xiong, Jiaxuan Ma et al.·Jul 9, 2026SaveLearn
Experimentally Mapping the Phase Diagrams of Photoexcited Small PolaronsUnderstanding the fundamental properties that dictate photoexcited polarons in materials is critical to tuning their properties. Theoretical models of polarons have only recently been extended to the…Jocelyn L. Mendes, Scott K. Cushing·Jul 9, 2026SaveLearn
Let Cyclic Electrochemical Data Speak for Your Energy Storage Material and ProcessingEfforts to improve performance, like energy and power density of electrochemical energy storage devices (batteries, capacitors, and super-capacitors), are being made using a range of experimental and…Vinod Sarky, P. Laxman Mani Kanta, Shivangi Keshri et al.·Jul 9, 2026SaveLearn
Interpretable machine learning of magnetic transition temperature in Heusler magnets via hierarchical dependence extractionWe employ interpretable machine learning to analyze the material dependence of the magnetic transition temperature Tc in ferromagnetic and ferrimagnetic Heusler compounds. For over 200 candidate…Jean-Baptiste Morée, Ryotaro Arita, Juba Bouaziz·Jul 9, 2026SaveLearn
Orbital mixing and strong Hund's coupling stabilize spin order in van der Waals ferromagnet CrI3Recent years have seen a vast increase in research into van der Waals magnetic materials. In many of these systems, magnetism is introduced via light 3d-transition metal elements, combined with…Alessandro De Vita, Srdjan Stavrić, Roberto Sant et al.·Jul 9, 2026SaveLearn
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elementsWhile machine-learned interatomic potentials offer near-quantum-mechanical accuracy for atomistic simulations, many are material-specific or computationally intensive, limiting their broader use.…Ting Liang, Ke Xu, Eric Lindgren et al.·Jul 9, 2026SaveLearn
Bulk Boundary Condition for Surface Calculations in Density Functional TheoryWe present a bulk boundary condition formalism for surface calculations in Kohn--Sham density functional theory. The approach exploits the nearsightedness of electronic interactions in real space to…Sayan Bhowmik, Andrew J Medford, Phanish Suryanarayana·Jul 8, 2026SaveLearn
Quantum Dot Moiré from Crossed MoS2 NanoribbonsTwisted atomically thin layers have attracted much attention for Moiré potential and correlated quantum phenomena. However, existing Moiré superlattices have largely been limited to extensive…Xinting Shuai, Hao Zhang, Wenjing Wu et al.·Jul 8, 2026SaveLearn
Second-harmonic signal in electric-field-modulated EPR spectra of Fe3 spin trianglesWe present electric-field-modulated electron paramagnetic resonance (EFM-EPR) measurements on centrosymmetric single crystals of the molecular spin triangle…Jason S. R. McCoombs, Jorge I. Hilari, Jérôme Robert et al.·Jul 8, 2026SaveLearn
Decoding magnetic textureIn magnetically ordered materials, magnetic field and temperature variations modify the magnetic texture through their coupling to the local energy landscape, imprinting distinct fingerprints in the…Michael P. Path, Jeffrey McCord, Michael Vogel·Jul 8, 2026SaveLearn
Are Machine Learning Interatomic Potentials Truly Practical? A Benchmark of 23 Mainstream ModelsMost MLIP benchmarks reward static accuracy while ignoring inference efficiency and hardware scalability -- driving model bloat with unclear real-world value. We benchmark 23 mainstream open-source…Hanwen Kang, Tenglong Lu, Sheng Meng et al.·Jul 8, 2026SaveLearn
Acoustic-phonon-driven spin-lattice relaxation of the hBN boron vacancy in the sub-THz regimeThe negatively charged boron vacancy center in hexagonal boron nitride is a premier candidate for quantum sensing, yet its performance is critically limited by longitudinal spin-lattice relaxation…Priyo Adhikary, Pramey Upadhyaya·Jul 8, 2026SaveLearn
MLIP Studio: An Open Platform for Interactive Benchmarking and Atomistic Simulations Using Machine Learning Interatomic PotentialsUniversal machine learning interatomic potentials (MLIPs) are foundation AI models transforming atomistic simulations, but their practical use remains hindered by fragmented software ecosystems,…Manas Sharma, Sudeep Punnathanam, Ananth Govind Rajan·Jul 8, 2026SaveLearn
Human and LLM Collaboration for Accelerated Materials Synthesis and DiscoveryAlthough Large Language Models (LLM) and Artificial Intelligence (AI) tools have enabled a rapid increase in the generation rate of predicted materials, the rate of new materials discovery has lagged…Gregory Bassen, Wyatt Bunstine, Sarah Okandey et al.·Jul 8, 2026SaveLearn
Stability-threshold control of helicity-selective antiferromagnetic resonanceWe study helicity-selective antiferromagnetic resonance in an antiferromagnetic-insulator/nonmagnetic-metal junction with sublattice-dependent damping and spin-orbit torque. By formulating the…Masato Todani, Satoshi Iihama, Yuto Moritake et al.·Jul 8, 2026SaveLearn