Optimized supply chain routing cuts benchmark costs by less than one percent but exposes fragility
A reproducible mixed-integer programming study of a public logistics dataset found a modest 0.83 percent cost saving alongside severe route ...
Tag: benchmark dataset
Kernel-Tuned Machine Learning Pushes Network Intrusion Detection Toward 99% Accuracy on Benchmark Data
A new study reports that Random Forest and Gaussian and Sigmoid kernel Support Vector Machines, combined with systematic preprocessing, achieved ...
Knowledge Graph Meets Contrastive Learning to Score Digital Economy Growth
A new framework combining a 120,000-entity knowledge graph with contrastive learning outperforms traditional and graph-based baselines in evaluating digital economy ...
New Day-and-Night Dust Datasets Put Agricultural Image Cleaning to the Test
Researchers in Bavaria released two benchmark datasets of dusty tractor-camera images and found that the best dust removal methods are ...
New dataset and protein language models sharpen T cell receptor binding prediction
A new hierarchical dataset and a family of fine-tuned protein language models improve T cell receptor–pHLA binding prediction, achieving a ...
Geometry-aware AI dissects Chinese-style buildings from aerial 3D models
A new geometry-aware framework segments and decomposes Chinese-style buildings from aerial photogrammetric 3D models, improving the extraction of elongated roof ...
Transformer detector improves trophallaxis detection in dense lab ant footage
RF-DETR Small detected trophallaxis states more accurately than YOLO26n in controlled Camponotus fellah footage, while the YOLO model processed frames ...
TORRENT dataset unites scattered flash-flood records across the United States
A new community dataset called TORRENT links 42,466 reported flash-flood episodes with stream gauges, watersheds, and rainfall data across the ...
AI learns to read war damage from space with new satellite benchmark
A newly released benchmark called WD-CD compiles nearly ten thousand high-resolution satellite image pairs from five wars across three continents ...
AI That Watches the Melt Pool: New Vision System Brings Universal Monitoring to Wire Arc 3D Printing
Researchers at Cranfield University have developed WAAM-ViD, an angle-invariant deep learning pipeline and public benchmark dataset that monitors melt pool ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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