:star: Our paper Online Allocation with Replenishable Budgets: Worst Case and Beyond was accepted by ACM SIGMETRICS 2024! This paper provides fundamental algorithms with worst-case guarantees for online resource allocation problem and proposes a learning-augmented algorithm to improve the statistical performance under worst-case guarantee.