Attention-boosted AI learns to slice 5G edge networks smarter
A hierarchical attention-based reinforcement learning framework improved slice admission rates by up to 20 percent and cut resource overhead by ...
A hierarchical attention-based reinforcement learning framework improved slice admission rates by up to 20 percent and cut resource overhead by ...
A bi-objective optimization model reduced delivery time disparity effects by 53.19% with a 13.76% cost increase during simulated emergency distribution.
Researchers operating an academic physics cluster combined real-time power tracking, renewable grid forecasts, and digital twin simulations to demonstrate practical ...
Severe anaemia and malaria are among the leading causes of childhood hospital admissions in Africa south of the Sahara.
Researchers propose a structured decision matrix to guide the selection of outcome measures in health economic evaluations of skin cancer ...
A simulation study in Cluster Computing reports that a hybrid chaotic fire hawk and pufferfish optimization algorithm lowered energy use ...
A case study at an Ecuadorian hospital found TDABC produced arthroscopic surgery costs more than 50% higher than the hospital's ...
A study of 100 Chinese CTEPH patients found that each extra day of postoperative intensive care added about 14,790 yuan ...
An attention-enhanced meta-reinforcement learning scheduler reduced URLLC violations to 63.11% versus 90.54% for DQN and 79.52% for PPO in single-cell ...
Researchers in Iran have developed and validated a 12-item Nursing Care Rationing Instrument that measures how often nurses must prioritize ...
A lean-oriented Kano–QFD framework assigned 13 engineering characteristics to three resource-priority tiers for a multisensory aromatherapy wearable accessory, highlighting four ...
A cross-sectional study of 486 rural residents in the mountainous areas of Southern Anhui Province, China, found that perceived balance ...
A qualitative study based on 10 interviews with administrators and managers at CHAG-affiliated facilities in four Ghanaian regions found that ...
Interviews with 26 German military and civilian physicians found broad agreement that severe scarcity requires social justice to override individual ...
A DEA-Tobit analysis of 177 Shanghai primary healthcare fever clinics finds mean comprehensive efficiency of just 0.34, driven not by ...
A new review reveals that male and female dioecious plants deploy radically different resource allocation strategies under drought, heat, salinity, ...
A new dual-constraint assessment of China's 31 provinces reveals a stark east-west resilience divide, two nonlinear economic thresholds, and a ...
A new PLOS Biology study unifies energy and proteome allocation models into a single framework that predicts how the resource ...
A new dynamic compensation model shows that adjusting China's C-DRG fixed payments for Traditional Chinese Medicine hospitals can cut average ...
Researchers have developed a reliability-aware adaptive actor-critic reinforcement learning framework that jointly optimizes service function chain deployment in mobile edge ...
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