#machine learning
May 2025
Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting
The Continuous Evolution Pool (CEP), a replay-free framework that maintains a dynamic pool of specialized forecasters, is proposed, which employs a retrieval mechanism to identify the nearest concept based on gene similarity, an evolution strategy to spawn new forecasters upon detecting distribution shifts, and an elim...
Tianxiang Zhan, Ming Jin, Yuanpeng He et al.
· arXiv.org · 3 citations