Author

Jinhang Zuo

2 papers indexed here

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Jul 2026

A Unified Algorithmic Framework for Hybrid Reinforcement Learning in Tabular MDPs with Shifted Transition Dynamics

This paper investigates a hybrid reinforcement learning setting in tabular Markov Decision Processes (MDPs), where an agent aims to learn an optimal policy by combining online interactions with a target environment and offline data from a source environment. A central challenge is that offline data may be collected fro...

Zhe-Shun Wu, Renjie Zheng, Jinhang Zuo et al. · arXiv.org · 1 citation

Book Open access Aug 2026

One Rounding Fits All: Memory-Efficient Approximation Algorithms for Partition-Constrained Influence Maximization

RBwA, a memory-efficient and sample-efficient progressive sampling algorithm for IM-PC and a memory-efficient rounding scheme called BwARound for coverage maximization subroutines, which only requires storing one fractional vector and takes maximal feasible steps rather than tiny ε-increments, are proposed.

Qixin Zhang, Qirun Zeng, Hui Lu et al. · Proceedings of the 32nd ACM... · 0 citations