AIGS: Adaptive Incremental Gating System for Online Representation Learning in Non-Stationary Data Streams
Real-time data streams in Web of Things (WoT) and edge computing environments often evolve through latent regime changes. For online representation learning under strict computational constraints, the central problem is resolving the stability-plasticity dilemma: keeping useful historical knowledge while rapidly reacti...