Enhancing Tabular Data Optimization with a Flexible Graph-based Reinforced Exploration Strategy. - Xiaohan Huang 003; Dongjie Wang; Zhiyuan Ning; Ziyue Qiao; Qingqing Long; Haowei Zhu; Min Wu 008; Yuanchun Zhou; Meng Xiao 001 (CoRR, 2024)

Fastft: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies. - Tianqi He; Xiaohan Huang 003; Yi Du; Qingqing Long; Ziyue Qiao; Min Wu 008; Yanjie Fu; Yuanchun Zhou; Meng Xiao 001 (ICDE, 2025)

Knowledge-Guided Biomarker Identification for Label-Free Single-Cell RNA-Seq Data: A Reinforcement Learning Perspective. - Meng Xiao 001; Weiliang Zhang; Xiaohan Huang 003; Hengshu Zhu; Min Wu 008; Xiaoli Li 001; Yuanchun Zhou (CoRR, 2025)

Collaborative Multi-Agent Reinforcement Learning for Automated Feature Transformation with Graph-Driven Path Optimization. - Xiaohan Huang 003; Dongjie Wang; Zhiyuan Ning; Ziyue Qiao; Qingqing Long; Haowei Zhu; Yi Du; Min Wu 008; Yuanchun Zhou; Meng Xiao 001 (CoRR, 2025)

Comprehend, Divide, and Conquer: Feature Subspace Exploration via Multi-Agent Hierarchical Reinforcement Learning. - Weiliang Zhang; Xiaohan Huang 003; Yi Du; Ziyue Qiao; Qingqing Long; Zhen Meng; Yuanchun Zhou; Meng Xiao 001 (CoRR, 2025)