2 papers
cs.LG2025
Doubly-Bounded Queue for Constrained Online Learning: Keeping Pace with Dynamics of Both Loss and Constraint
Juncheng Wang, Bingjie Yan, Yituo Liu
We consider online convex optimization with time-varying constraints and conduct performance analysis using two stringent metrics: dynamic regret with respect to the online solutio…
cs.DC2025
Constrained Over-the-Air Model Updating for Wireless Online Federated Learning with Delayed Information
Juncheng Wang, Yituo Liu, Ben Liang +1
We study online federated learning over a wireless network, where the central server updates an online global model sequence to minimize the time-varying loss of multiple local dev…