Author

Fang-yuan Kong

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

CES: Combinatorial Experts Selection via Contextual Linear Bandits

With the rapid advancement of large language models (LLMs), multi-agent systems have emerged as a promising alternative to scaling up a single model. Existing approaches ensemble multiple LLMs to improve response quality, but they often rely on static prior knowledge of model capabilities and prompts, and require exten...

Jinkun Xu, Minghan Wang, Zhiyong Wang et al. · Proceedings of the 32nd ACM... · 0 citations