2 papers
cs.LG2025
Lyapunov-Stable Adaptive Control for Multimodal Concept Drift
Tianyu Bell Pan, Mengdi Zhu, Alexa Jordyn Cole +2
Multimodal learning systems often struggle in non-stationary environments due to concept drift, where changing data distributions can degrade performance. Modality-specific drifts…
cs.LG2025
Efficient Generalization via Multimodal Co-Training under Data Scarcity and Distribution Shift
Tianyu Bell Pan, Damon L. Woodard
This paper explores a multimodal co-training framework designed to enhance model generalization in situations where labeled data is limited and distribution shifts occur. We thorou…