density functional theory
PulseAugur coverage of density functional theory — every cluster mentioning density functional theory across labs, papers, and developer communities, ranked by signal.
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SemiConLens visual analytics tool aids 2D semiconductor discovery
Researchers have developed SemiConLens, a visual analytics system designed to aid in the discovery of new two-dimensional (2D) semiconductor materials. This approach combines human expertise with machine learning to ove…
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AI expands Alexandria database with 1.3M new stable compounds
Researchers have developed a new multi-stage workflow for computational materials discovery, achieving a 99% success rate in identifying stable compounds. This process utilized the Matra-Genoa generative model, Orb-v2 p…
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New theory unifies spectral estimation with group theory for AI applications
Researchers have introduced a new framework called Algebraic Diversity, which leverages group-theoretic spectral estimation for analyzing data from single observations. This method generalizes temporal averaging and dem…
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AI agent XDFT diagnoses DFT-experiment band-gap mismatch with 78% accuracy
Researchers have developed XDFT, a self-evolving agent designed to automatically diagnose mismatches between theoretical density functional theory (DFT) predictions and experimental results for material band gaps. This …
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New benchmark RealMat-BaG assesses AI bandgap prediction for semiconductors
Researchers have developed a new benchmark called RealMat-BaG to evaluate the reliability of machine learning models for predicting semiconductor bandgaps. Current models trained on computational data often fail to gene…
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New EFT approach reconciles KS eigenvalues with photoemission data
Researchers have developed an effective field theory to explain discrepancies between calculated and measured electronic band structures in certain metals. Their work shows that Kohn-Sham eigenvalues can represent quasi…