DRL-SFCP: Adaptive Service Function Chains Placement with Deep Reinforcement Learning. - Tianfu Wang 002; Qilin Fan; Xiuhua Li; Xu Zhang 006; Qingyu Xiong; Shu Fu; Min Gao 001 (ICC, 2021)

Learning Profitable NFT Image Diffusions via Multiple Visual-Policy Guided Reinforcement Learning. - Huiguo He; Tianfu Wang 002; Huan Yang 005; Jianlong Fu; Nicholas Jing Yuan; Jian Yin 001; Hongyang Chao; Qi Zhang 066 (ACM Multimedia, 2023)

FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation. - Tianfu Wang 002; Qilin Fan; Chao Wang 086; Long Yang 004; Leilei Ding; Nicholas Jing Yuan; Hui Xiong 001 (IJCAI, 2024)

DGR: A General Graph Desmoothing Framework for Recommendation via Global and Local Perspectives. - Leilei Ding; Dazhong Shen; Chao Wang 086; Tianfu Wang 002; Le Zhang 010; Yanyong Zhang (IJCAI, 2024)

COMET: NFT Price Prediction with Wallet Profiling. - Tianfu Wang 002; Liwei Deng 001; Chao Wang 086; Jianxun Lian; Yue Yan; Nicholas Jing Yuan; Qi Zhang 066; Hui Xiong 001 (KDD, 2024)

DGR: A General Graph Desmoothing Framework for Recommendation via Global and Local Perspectives. - Leilei Ding; Dazhong Shen; Chao Wang 086; Tianfu Wang 002; Le Zhang 010; Hui Xiong 001; Yanyong Zhang (CoRR, 2024)

Towards Constraint-aware Learning for Resource Allocation in NFV-enabled Networks. - Tianfu Wang 002; Long Yang 004; Chao Wang 086; Chuan Qin 002; Liwei Deng 001; Li Shen 008; Hui Xiong 001 (CoRR, 2024)

Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning. - Tianfu Wang 002; Li Shen 008; Qilin Fan; Tong Xu 001; Tongliang Liu; Hui Xiong 001 (IEEE Trans. Serv. Comput., 2024)

MILLION: A General Multi-Objective Framework with Controllable Risk for Portfolio Management. - Liwei Deng 001; Tianfu Wang 002; Yan Zhao 008; Kai Zheng 001 (Proc. VLDB Endow., 2024)

Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search. - Liwei Deng 001; Penghao Chen; Ximu Zeng; Tianfu Wang 002; Yan Zhao 008; Kai Zheng 001 (Proc. VLDB Endow., 2024)

Exact and Efficient Similar Subtrajectory Search: Integrating Constraints and Simplification. - Liwei Deng 001; Fei Wang; Tianfu Wang 002; Yan Zhao 008; Yuyang Xia; Kai Zheng 001 (ICDE, 2025)

LLM-powered Multi-agent Framework for Goal-oriented Learning in Intelligent Tutoring System. - Tianfu Wang 002; Yi Zhan; Jianxun Lian; Zhengyu Hu; Nicholas Jing Yuan; Qi Zhang 066; Xing Xie 001; Hui Xiong 001 (WWW (Companion Volume), 2025)

A Framework for Benchmarking and Aligning Task-Planning Safety in LLM-Based Embodied Agents. - Yuting Huang; Leilei Ding; Zhipeng Tang; Tianfu Wang 002; Xinrui Lin; Wuyang Zhang; Mingxiao Ma; Yanyong Zhang (CoRR, 2025)

CoderAgent: Simulating Student Behavior for Personalized Programming Learning with Large Language Models. - Yi Zhan; Qi Liu 003; Weibo Gao; Zheng Zhang 048; Tianfu Wang 002; Shuanghong Shen; Junyu Lu; Zhenya Huang (CoRR, 2025)

Unveiling the Learning Mind of Language Models: A Cognitive Framework and Empirical Study. - Zhengyu Hu; Jianxun Lian; Zheyuan Xiao; Seraphina Zhang; Tianfu Wang 002; Nicholas Jing Yuan; Xing Xie 001; Hui Xiong 001 (CoRR, 2025)

Virne: A Comprehensive Benchmark for Deep RL-based Network Resource Allocation in NFV. - Tianfu Wang 002; Liwei Deng 001; Xi Chen; Junyang Wang; Huiguo He; Leilei Ding; Wei Wu 045; Qilin Fan; Hui Xiong 001 (CoRR, 2025)

GraphFedMIG: Tackling Class Imbalance in Federated Graph Learning via Mutual Information-Guided Generation. - Xinrui Li; Qilin Fan; Tianfu Wang 002; Kaiwen Wei; Ke Yu; Xu Zhang 006 (CoRR, 2025)