Computer Network Information Center

Six-fold reduction in ocean heat content estimate uncertainty since 1960

Abstract Ocean heat content (OHC) dominates Earth’s energy imbalance, but its uncertainty has not been fully understood. Here, we construct a Large-Ensemble to comprehensively quantify the OHC uncertainty from global to regional scales since 1955, and consider eight groups of err...

Multi-Task LSTM-Attention with Adaptive Isolation Forest for Intelligent Project Implementation Monitoring

Abstract Manual oversight of funded research projects does not scale. Progress delays, budget irregularities, and superficial reportingoften go undetected until final acceptance, while existing detection methods struggle to distinguish legitimate scheduleadjustments from genuine...