Artificial Intelligence #edge intelligence#proactive warning
CogGuard: New Framework Reduces Profile Construction Time by 48% for Edge AI Warning Systems
Researchers propose CogGuard, a proactive-warning framework for edge intelligent services that decouples offline LLM-based profile construction from online SLM prediction. It reduces profile construction time by 48% and distributed fine-tuning time by 19% while achieving mean absolute errors of 13.4 and 5.9 on 100-point-scale tasks.
Jun 16, 2026 1 source