AINeutralarXiv – CS AI · 14h ago6/10
🧠
TIMEGATE: Sustainable Time-Boxed Promotion Gates for Continual ML Adaptation Under Resource Constraints
TIMEGATE is a new policy framework that optimizes machine learning system adaptation by intelligently managing computational budgets across training, labeling, and evaluation cycles. The research demonstrates 2.3x efficiency gains in labeling versus training and achieves 66% evaluation-compute savings without compromising model accuracy, with validated results across tabular data and large language models like LLaMA-3.1-8B.