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Quantum Zeitgeist
quantumzeitgeist.com > calibrate-force-estimates-96-percent-accuracy

Researchers Calibrate Force Estimates With 96% Accuracy

35+ min ago  (805+ words) Researchers have developed a computationally efficient method for improving the reliability of atomic simulations by fine-tuning existing machine learning models, reducing training time by up to 96% whilst maintaining accurate predictions of material behaviour. https://quantumzeitgeist.com/wp-content/uploads/Image_fx-40-35.jpg Scientists are increasingly reliant on accurate…...

Quantum Zeitgeist
quantumzeitgeist.com > method-reveals-hidden-order-complex-systems

New Method Reveals Hidden Order In Complex Systems

1+ hour, 14+ min ago  (455+ words) Scientists have devised a novel technique for understanding complex materials by carefully controlling how energy fades away within them. This method reveals hidden details about a material's behaviour, even when traditional approaches fail to detect changes, and promises a fresh…...

Quantum Zeitgeist
quantumzeitgeist.com > cascade-model-derives-25-equations-quark-fragmentation

Cascade Model Derives 25 Equations For Quark Fragmentation

1+ hour, 36+ min ago  (543+ words) Understanding how quarks transform into more familiar particles like mesons is fundamental to particle physics. These new calculations offer a detailed model of this process, bridging the gap between theoretical predictions and experimental observations. Researchers have developed a new method…...

Quantum Zeitgeist
quantumzeitgeist.com > machine-learning-clarifies-elusive-quantum-states-material

Machine Learning Clarifies Elusive Quantum States In Material

1+ hour, 48+ min ago  (437+ words) Scientists are edging closer to realising the potential of quantum computing with a new technique for identifying elusive quantum particles. The method overcomes a major hurdle in materials science by reliably distinguishing genuine quantum signals from misleading background noise, promising…...

Quantum Zeitgeist
quantumzeitgeist.com > better-statistical-tests-minimise-false-error-rates

Better Statistical Tests Minimise False Error Rates

2+ hour, 2+ min ago  (410+ words) Scientists have long sought better ways to assess how well statistical models reflect real-world data. Current methods often struggle with the balance between flagging false positives and missing genuine patterns. A Bayesian approach to goodness-of-fit testing offers a more principled…...

Quantum Zeitgeist
quantumzeitgeist.com > weighted-networks-reveal-three-distinct-scaling-phases

Weighted Networks Reveal Three Distinct Scaling Phases

2+ hour, 19+ min ago  (265+ words) By combining sophisticated mathematical tools, specifically, Stein-type Poisson approximation and a Palm-coupling approach, the team has uncovered how the tail behaviour of vertex weights dictates the scaling of extreme edge lengths. For instance, in regimes where the average weight is…...

Quantum Zeitgeist
quantumzeitgeist.com > adjustments-can-bias-scores-2-dependent-forecasts

Adjustments Can Bias Scores With 2-Dependent Forecasts

2+ hour, 33+ min ago  (251+ words) Accurate weather prediction relies on ensembles, multiple forecasts combined to give a range of likely outcomes. New work reveals a hidden flaw in how these ensembles are evaluated, where apparent improvements can actually mask unreliable results. A clever solution, using…...

Quantum Zeitgeist
quantumzeitgeist.com > ai-steers-systems-safely-uncertain-conditions

AI Steers Systems Safely Through Uncertain Conditions

2+ hour, 46+ min ago  (341+ words) A new technique allows machines to reliably navigate complex situations even when faced with uncertainty. The method addresses a long-standing problem in artificial intelligence: ensuring systems remain safe across all possible starting conditions. This advance promises more dependable automation in…...

Quantum Zeitgeist
quantumzeitgeist.com > ai-spots-skin-cancer-cells-greater-context

AI Spots Skin Cancer Cells With Greater Context

2+ hour, 55+ min ago  (855+ words) Researchers have demonstrated that analysing whole-slide images of skin cancer using graph transformer models, which consider the relationships between cells and their surrounding tissue, significantly improves the accuracy of identifying cancerous cells compared to traditional image-based analysis methods. https://quantumzeitgeist.com/wp-content/uploads/Image_fx-26-49.jpg Scientists…...

Quantum Zeitgeist
quantumzeitgeist.com > ai-sharpens-telescope-images-clearer-cosmos

AI Sharpens Telescope Images For Clearer Cosmos

3+ hour, 7+ min ago  (762+ words) Researchers have developed an artificial intelligence model for telescope image analysis that more accurately maps distortions caused by the atmosphere and optics, improving the precision of measurements used to study dark energy and the Universe's expansion. https://quantumzeitgeist.com/wp-content/uploads/Image_fx-25-50.jpg A new artificial…...