Optical pooled screening (OPS) has emerged as a powerful technique for functional genomics, enabling researchers to link genetic perturbations with complex cellular morphological phenotypes at unprecedented scale. However, OPS data analysis presents ... read more
This article elucidates a methodological pitfall of cross-validation for evaluating predictive models applied to naturalistic neuroimaging data---namely, "stimulus-driven leakage." While this problem has been well known as "leakage in training exampl... read more
This study evaluated the efficacy of optimized deep learning architectures using a portable fluorescence imaging device specifically for the in-situ detection of fecal contamination on chicken eggshells to enhance food safety. The research utilized a... read more
Experimentation is inherently difficult because most methods require substantial refinement, calibration, and validation before high-quality, reliable data can be collected. In most cases, experimental outcomes are impacted by multiple variables, thu... read more
Bridged azobenzene derivatives are key photo-responsive molecular switches. However, probing and interpreting their microscopic Z ↔ E isomerization mechanisms remain challenging as isolated spectroscopic and computational efforts struggle to establis... read more
Neural networks : the official journal of the International Neural Network Society
Mar 25, 2026
The development of Kolmogorov-Arnold networks (KANs) marks a significant shift from traditional multi-layer perceptrons in deep learning. Initially, KANs employed learnable B-spline curves as their primary basis function, but their inherent complexit... read more
Efficient and high-precision flood simulation is a critical technology for supporting urban flood risk management and emergency response. To address the high computational cost associated with traditional high-resolution hydraulic simulations, super-... read more
Asbestos-cement (AC) roofing remains a critical concern for urban environmental health, particularly in cities where asbestos bans were implemented late and legacy materials persist. Reliable identification of AC roofs is essential for risk assessmen... read more
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