Author

F. Stradi

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#artificial intelligence Preprint Oct 2026

Instance-Dependent Regret for CMDPs with Step-Wise Constraints

We study online learning in episodic tabular constrained Markov decision processes with step-wise safety constraints. In such a setting, the constraints induce a safe subgraph that shapes the variance of cumulative rewards under feasible policies and, consequently, the difficulty of learning. Exploiting this structure,...

Qiang Zuo, F. Stradi, Le-Yang Xue et al. · 0 citations

Preprint Sep 2026

Online Resource Allocation with Replenishable Budgets

Online Resource Allocation (ORA) is a fundamental framework for sequential decision-making problems under budget constraints. Classical ORA models typically assume that resources are monotonic, meaning that selecting actions can only decrease the available budget. In this work, we study a more general setting with repl...

Eleonora Fidelia Chiefari, F. Stradi, A. Marchesi · 0 citations