Simulation– tag –
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DP-EVA Framework Maximizes Pre-Trained Knowledge of Large Atomistic Models to Develop Data-Efficient MLIPs
Clean Energy | Oxford Academic International Overview A new data-efficient fine-tuning framework, DP-EVA, has been introduced, enabling the development of domain-specific Machine Learning Interatomic Potentials (MLIPs) by maximizing the ... -
XRDiff: A New Diffusion Model for Crystal Structure Prediction from Powder X-Ray Diffraction Data
arXiv International Overview A new diffusion model, XRDiff, has been developed to predict crystal structures directly from powder X-ray diffraction (PXRD) data. XRDiff functions with partial chemical composition input and learns the spec... -
Argonne National Laboratory to Present AI and HPC Integration Research for Accelerated Materials and Molecular Discovery at ISC High Performance 2026
Argonne National Laboratory USA Overview Argonne National Laboratory announced research at ISC High Performance 2026 on integrating Artificial Intelligence (AI), High-Performance Computing (HPC), and quantum computing to accelerate mater... -
Leo AI Demonstrates AI Revolutionizing Mechanical Design Material Selection for Efficient Identification of Optimal High-Performance Materials
Leo AI International Overview AI technology is fundamentally transforming the material selection process in mechanical design, dramatically streamlining the identification and optimization of high-performance materials. AI utilizes multi... -
Swiss PSI AI Model Accurately Locates Missing Hydrogen Atoms in Crystal Structures, Overcoming X-ray Diffraction Limitations
Chemistry World Switzerland Overview Researchers at the Paul Scherrer Institute (PSI) in Switzerland have developed an AI model that precisely places missing hydrogen atoms within inorganic crystal structures, a task previously challengi... -
Fermilab Builds Large-Scale Data Infrastructure for AI-Driven Scientific Discovery, Supporting DOE’s Genesis Mission
Fermilab USA Overview Fermilab provides the Fermi Data Platform, a secure and large-scale data infrastructure, to support the U.S. Department of Energy's (DOE) Genesis Mission, aimed at fostering AI-driven scientific discovery. This plat... -
Bezos Co-Led Prometheus Raises $12B at $41B Valuation to Develop AI Compressing Engineering Design Cycle
Tech Funding News USA Overview Prometheus, co-led by Jeff Bezos, raised an astounding $12 billion in Series B funding, valuing the company at $41 billion, to develop AI tools that drastically shorten engineering design cycles from years ... -
U.S. Tech Guide Explains Quantum Computing’s Potential to Accelerate Drug Discovery, Materials Research, and Financial Optimization
Tech Guide USA Overview Tech Guide explains that quantum computing promises significant advancements in drug discovery, materials research, cryptography, and financial optimization in the near future, fields where classical solvers have ... -
PhysicsX Raises $135M at ~$170M Total Funding for AI to Reduce Industrial Engineering Simulation from Days to Seconds
The AI World UK Overview London-based AI startup PhysicsX successfully raised $135 million in Series B funding, bringing its total funding to nearly $170 million, for its deep learning-powered AI technology that reduces industrial engine... -
Spatial Computing and Generative AI: Propelling the Materials & Chemicals Market to $3.78 Billion by 2026, Intel Forecasts
Intel Market Research 多国籍 Overview Intel Market Research projects the global Spatial Computing Generative AI Materials & Chemicals Technology market to reach $3.78 billion by 2026. This rapid growth is driven by the convergence of...
