Damon L. Woodard

Lyapunov-Stable Adaptive Control for Multimodal Concept Drift

Multimodal learning systems often struggle in non-stationary environments due to concept drift, where changing data distributions can degrade performance. Modality-specific drifts and the lack of mechanisms for continuous, stable adaptation compound this challenge. This paper introduces LS-OGD, a no…