2025
On the Sample Complexity Bounds of Bilevel Reinforcement Learning
NeurIPS 2025poster
Bilevel reinforcement learning (BRL) has emerged as a powerful framework for aligning generative models, yet its theoretical foundations, especially sample complexity bounds, remain underexplored. In this work, we present the first sample complexity bound for BRL, establishing a rate of $\mathcal{O}…