GEC: A Unified Framework for Interactive Decision Making in MDP, POMDP, and Beyond. - Han Zhong 001; Wei Xiong 015; Sirui Zheng; Liwei Wang 001; Zhaoran Wang 001; Zhuoran Yang; Tong Zhang 001 (CoRR, 2022)

Accurate Air-Quality Prediction Using Genetic-Optimized Gated-Recurrent-Unit Architecture. - Chen Ding 002; Zhouyi Zheng; Sirui Zheng; Xuke Wang; Xiaoyan Xie; Dushi Wen; Lei Zhang 054; Yanning Zhang 001 (Inf., 2022)

Optimistic Exploration with Learned Features Provably Solves Markov Decision Processes with Neural Dynamics. - Sirui Zheng; Lingxiao Wang 003; Shuang Qiu; Zuyue Fu; Zhuoran Yang; Csaba Szepesvári; Zhaoran Wang 001 (ICLR, 2023)

Maximize to Explore: One Objective Function Fusing Estimation, Planning, and Exploration. - Zhihan Liu; Miao Lu; Wei Xiong 015; Han Zhong 001; Hao Hu; Shenao Zhang; Sirui Zheng; Zhuoran Yang; Zhaoran Wang 001 (NeurIPS, 2023)

One Objective to Rule Them All: A Maximization Objective Fusing Estimation and Planning for Exploration. - Zhihan Liu; Miao Lu; Wei Xiong 015; Han Zhong 001; Hao Hu; Shenao Zhang; Sirui Zheng; Zhuoran Yang; Zhaoran Wang 001 (CoRR, 2023)

Hyperparameter-Optimization-Inspired Long Short-Term Memory Network for Air Quality Grade Prediction. - Dushi Wen; Sirui Zheng; Jiazhen Chen; Zhouyi Zheng; Chen Ding 002; Lei Zhang 054 (Inf., 2023)

How Does Goal Relabeling Improve Sample Efficiency? - Sirui Zheng; Chenjia Bai; Zhuoran Yang; Zhaoran Wang 001 (ICML, 2024)

How Can LLM Guide RL? A Value-Based Approach. - Shenao Zhang; Sirui Zheng; Shuqi Ke; Zhihan Liu; Wanxin Jin; Jianbo Yuan; Yingxiang Yang; Hongxia Yang; Zhaoran Wang 001 (CoRR, 2024)

BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured Data. - Xuwu Wang; Qiwen Cui; Yunzhe Tao; Yiran Wang; Ziwei Chai; Xiaotian Han; Boyi Liu; Jianbo Yuan; Jing Su; Guoyin Wang 002; Tingkai Liu; Liyu Chen; et al. (CoRR, 2024)

A multi-task learning model for recommendation based on fusion of dynamic and static neighbors. - Bo Huang 014; Sirui Zheng; Hamido Fujita; Jin Liu 016 (Eng. Appl. Artif. Intell., 2024)

Integrating Prototype Learning With Graph Convolution Network for Effective Active Hyperspectral Image Classification. - Chen Ding 002; Mengmeng Zheng; Sirui Zheng; Yaoyang Xu; Lei Zhang 054; Wei Wei 008; Yanning Zhang 001 (IEEE Trans. Geosci. Remote. Sens., 2024)

Diffusion-Augmented Cross-Domain Prototypical Knowledge Distillation for Few-Shot Learning in Hyperspectral Image Classification. - Chen Ding 002; Sirui Zheng; Mengmeng Zheng; Yizhou Dong; Wenqiang Hua; Wei Wei 008; Lei Zhang 054; Yanning Zhang 001 (IEEE Trans. Geosci. Remote. Sens., 2025)

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning. - Han Zhong 001; Yutong Yin; Shenao Zhang; Xiaojun Xu; Yuanxin Liu; Yifei Zuo; Zhihan Liu; Boyi Liu 001; Sirui Zheng; Hongyi Guo; Liwei Wang 001; Mingyi Hong 001; et al. (CoRR, 2025)