2 papers
math.OC2026
An Accelerated Proximal Bundle Method with Momentum
Zhuoqing Zheng, Junshan Yin, Shaofu Yang +1
Proximal bundle methods (PBM) are a powerful class of algorithms for convex optimization. Compared to gradient descent, PBM constructs more accurate surrogate models that incorpora…
cs.AI2024
MENTOR: Guiding Hierarchical Reinforcement Learning with Human Feedback and Dynamic Distance Constraint
Xinglin Zhou, Yifu Yuan, Shaofu Yang +1
Hierarchical reinforcement learning (HRL) provides a promising solution for complex tasks with sparse rewards of intelligent agents, which uses a hierarchical framework that divide…