Generative adversarial exploration for reinforcement learning. - Weijun Hong; Menghui Zhu; Minghuan Liu; Weinan Zhang 001; Ming Zhou 006; Yong Yu 001; Peng Sun 011 (DAI, 2019)

MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks. - Menghui Zhu; Minghuan Liu; Jian Shen 003; Zhicheng Zhang; Sheng Chen; Weinan Zhang 001; Deheng Ye; Yong Yu 001; Qiang Fu 016; Wei Yang 032 (IJCAI, 2021)

Which Heroes to Pick? Learning to Draft in MOBA Games With Neural Networks and Tree Search. - Sheng Chen; Menghui Zhu; Deheng Ye; Weinan Zhang 001; Qiang Fu 016; Wei Yang 032 (IEEE Trans. Games, 2021)

Goal-Conditioned Reinforcement Learning: Problems and Solutions. - Minghuan Liu; Menghui Zhu; Weinan Zhang 001 (IJCAI, 2022)

Planning Immediate Landmarks of Targets for Model-Free Skill Transfer across Agents. - Minghuan Liu; Zhengbang Zhu; Menghui Zhu; Yuzheng Zhuang; Weinan Zhang 001; Jianye Hao (CoRR, 2022)

Set-to-Sequence Ranking-Based Concept-Aware Learning Path Recommendation. - Xianyu Chen; Jian Shen 003; Wei Xia 001; Jiarui Jin; Yakun Song; Weinan Zhang 001; Weiwen Liu; Menghui Zhu; Ruiming Tang; Kai Dong; Dingyin Xia; Yong Yu 001 (AAAI, 2023)

Integrated Ranking for News Feed with Reinforcement Learning. - Menghui Zhu; Wei Xia 001; Weiwen Liu; Yifan Liu 008; Ruiming Tang; Weinan Zhang 001 (WWW (Companion Volume), 2023)

Scenario-Aware Hierarchical Dynamic Network for Multi-Scenario Recommendation. - Jingtong Gao; Bo Chen 023; Menghui Zhu; Xiangyu Zhao 001; Xiaopeng Li; Yuhao Wang 006; Yichao Wang 002; Huifeng Guo; Ruiming Tang (CoRR, 2023)

HierRec: Scenario-Aware Hierarchical Modeling for Multi-scenario Recommendations. - Jingtong Gao; Bo Chen 023; Menghui Zhu; Xiangyu Zhao 001; Xiaopeng Li; Yuhao Wang 006; Yichao Wang 002; Huifeng Guo; Ruiming Tang (CIKM, 2024)

Retrieval-Oriented Knowledge for Click-Through Rate Prediction. - Huanshuo Liu; Bo Chen 023; Menghui Zhu; Jianghao Lin; Jiarui Qin; Hao Zhang 048; Yang Yang 001; Ruiming Tang (CIKM, 2024)

AIE: Auction Information Enhanced Framework for CTR Prediction in Online Advertising. - Yang Yang 001; Bo Chen 023; Chenxu Zhu; Menghui Zhu; Xinyi Dai; Huifeng Guo; Muyu Zhang; Zhenhua Dong; Ruiming Tang (RecSys, 2024)

HiFI: Hierarchical Fairness-aware Integrated Ranking with Constrained Reinforcement Learning. - Yifan Liu 008; Wei Xia 001; Weiwen Liu; Menghui Zhu; Weinan Zhang 001; Ruiming Tang; Yong Yu 001 (WWW (Companion Volume), 2024)

Extracting Essential and Disentangled Knowledge for Recommendation Enhancement. - Kounianhua Du; Jizheng Chen; Jianghao Lin; Menghui Zhu; Bo Chen 023; Shuai Li 010; Ruiming Tang (CoRR, 2024)

A Decoding Acceleration Framework for Industrial Deployable LLM-based Recommender Systems. - Yunjia Xi; Hangyu Wang; Bo Chen 023; Jianghao Lin; Menghui Zhu; Weiwen Liu; Ruiming Tang; Weinan Zhang 001; Yong Yu 001 (CoRR, 2024)

An Automatic Graph Construction Framework based on Large Language Models for Recommendation. - Rong Shan; Jianghao Lin; Chenxu Zhu; Bo Chen 023; Menghui Zhu; Kangning Zhang; Jieming Zhu; Ruiming Tang; Yong Yu 001; Weinan Zhang 001 (CoRR, 2024)

An Efficient Approximation Framework for LLM-Enhanced Recommendation. - Huacan Chai; Menghui Zhu; Jianghao Lin; Yunjia Xi; Weinan Zhang 001; Yong Yu 001 (ICIC (8), 2025)

Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding. - Yunjia Xi; Hangyu Wang; Bo Chen 023; Jianghao Lin; Menghui Zhu; Weiwen Liu; Ruiming Tang; Zhewei Wei; Weinan Zhang 001; Yong Yu 001 (SIGIR, 2025)

LLM4Tag: Automatic Tagging System for Information Retrieval via Large Language Models. - Ruiming Tang; Chenxu Zhu; Bo Chen 023; Weipeng Zhang; Menghui Zhu; Xinyi Dai; Huifeng Guo (CoRR, 2025)

InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation. - Yunjia Xi; Jianghao Lin; Menghui Zhu; Yongzhao Xiao; Zhuoying Ou; Jiaqi Liu; Tong Wan; Bo Chen 023; Weiwen Liu; Yasheng Wang; Ruiming Tang; Weinan Zhang 001; et al. (CoRR, 2025)

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey. - Jiachen Zhu 001; Menghui Zhu; Renting Rui; Rong Shan; Congmin Zheng; Bo Chen 023; Yunjia Xi; Jianghao Lin; Weiwen Liu; Ruiming Tang; Yong Yu 001; Weinan Zhang 001 (CoRR, 2025)

MassTool: A Multi-Task Search-Based Tool Retrieval Framework for Large Language Models. - Jianghao Lin; Xinyuan Wang; Xinyi Dai; Menghui Zhu; Bo Chen 023; Ruiming Tang; Yong Yu 001; Weinan Zhang 001 (CoRR, 2025)