Publications (52)
Revisiting the Solution of Meta KDD Cup 2024: CRAG
Jie Ouyang, Yucong Luo, Mingyue Cheng +4
Data-Driven Decision Making in COVID-19 Response: A Survey
Shuo Yu, Qing Qing, Chen Zhang +3
Detecting Outlier Patterns with Query-based Artificially Generated Searching Conditions
Shuo Yu, Feng Xia, Yuchen Sun +3
MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning
Xiaoyu Tao, Mingyue Cheng, Ze Guo +4
Reputation-based partition scheme for IoT security
Zhikui Chen, Muhammad Zeeshan Haider, Naiwen Luo +4
OFFER: A Motif Dimensional Framework for Network Representation Learning
Shuo Yu, Feng Xia, Jin Xu +2
Multi-Source Knowledge Pruning for Retrieval-Augmented Generation: A Benchmark and Empirical Study
Shuo Yu, Mingyue Cheng, Qi Liu +6
Explaining Synergistic Effects in Social Recommendations
Yicong Li, Shan Jin, Qi Liu +6
Graph Force Learning
Ke Sun, Jiaying Liu, Shuo Yu +2
Generating Synergistic Formulaic Alpha Collections via Reinforcement Learning
Shuo Yu, Hongyan Xue, Xiang Ao +4
How Can Large Language Models Understand Spatial-Temporal Data?
Lei Liu, Shuo Yu, Runze Wang +2
Bridging Semantic Understanding and Popularity Bias with LLMs
Renqiang Luo, Dong Zhang, Yupeng Gao +5
Quantum Graph Learning: Frontiers and Outlook
Shuo Yu, Ciyuan Peng, Yingbo Wang +3
Graph Augmentation Learning
Shuo Yu, Huafei Huang, Minh N. Dao +1
Graph Transformers: A Survey
Ahsan Shehzad, Feng Xia, Shagufta Abid +4
Long-range Brain Graph Transformer
Shuo Yu, Shan Jin, Ming Li +2
Familiarity-based Collaborative Team Recognition in Academic Social Networks
Shuo Yu, Feng Xia, Chen Zhang +2
Collaborative Team Recognition: A Core Plus Extension Structure
Shuo Yu, Fayez Alqahtani, Amr Tolba +3
Graph Learning
Feng Xia, Ciyuan Peng, Jing Ren +5
Large Language Models for Bioinformatics
Wei Ruan, Yanjun Lyu, Jing Zhang +52
StepPO: Step-Aligned Policy Optimization for Agentic Reinforcement Learning
Daoyu Wang, Qingchuan Li, Mingyue Cheng +4
When to Invoke: Refining LLM Fairness with Toxicity Assessment
Jing Ren, Bowen Li, Ziqi Xu +6
How to optimize an academic team when the outlier member is leaving?
Shuo Yu, Jiaying Liu, Feng Xia +2
PaperArena: An Evaluation Benchmark for Tool-Augmented Agentic Reasoning on Scientific Literature
Daoyu Wang, Mingyue Cheng, Shuo Yu +4
CHIEF: Clustering with Higher-order Motifs in Big Networks
Feng Xia, Shuo Yu, Chengfei Liu +1
Deep Outdated Fact Detection in Knowledge Graphs
Huiling Tu, Shuo Yu, Vidya Saikrishna +2
Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning
Shuo Yu, Yingbo Wang, Ruolin Li +7
Factor Graph-based Interpretable Neural Networks
Yicong Li, Kuanjiu Zhou, Shuo Yu +4
Emotion-aware Personalized Music Recommendation with a Heterogeneity-aware Deep Bayesian Network
Erkang Jing, Yezheng Liu, Yidong Chai +4
Multivariate Relations Aggregation Learning in Social Networks
Jin Xu, Shuo Yu, Ke Sun +4
TableMind++: An Uncertainty-Aware Programmatic Agent for Tool-Augmented Table Reasoning
Mingyue Cheng, Shuo Yu, Chuang Jiang +5
MemWeaver: A Hierarchical Memory from Textual Interactive Behaviors for Personalized Generation
Shuo Yu, Mingyue Cheng, Daoyu Wang +4
Higher-order Structure Based Anomaly Detection on Attributed Networks
Xu Yuan, Na Zhou, Shuo Yu +3
CastFlow: Learning Role-Specialized Agentic Workflows for Time Series Forecasting
Bokai Pan, Mingyue Cheng, Zhiding Liu +6
Graph Learning: A Survey
Feng Xia, Ke Sun, Shuo Yu +4
Brain PathoGraph Learning
Ciyuan Peng, Nguyen Linh Dan Le, Shan Jin +3
Agent-R1: A Unified and Modular Framework for Agentic Reinforcement Learning
Mingyue Cheng, Shuo Yu, Daoyu Wang +7
Fake Reviewer Group Detection in Online Review Systems
Chen Cao, Shihao Li, Shuo Yu +1
Big Networks: A Survey
Hayat Dino Bedru, Shuo Yu, Xinru Xiao +4
FairGT: A Fairness-aware Graph Transformer
Renqiang Luo, Huafei Huang, Shuo Yu +2
Biologically Plausible Brain Graph Transformer
Ciyuan Peng, Yuelong Huang, Qichao Dong +4
TabClaw: An Interactive and Self-Evolving Agent for Spreadsheet Manipulation and Table Reasoning
Mingyue Cheng, Shuo Yu, Daoyu Wang +5
PaperScout: An Autonomous Agent for Academic Paper Search with Process-Aware Sequence-Level Policy Optimization
Tingyue Pan, Jie Ouyang, Mingyue Cheng +6
A Survey on Knowledge-Oriented Retrieval-Augmented Generation
Mingyue Cheng, Yucong Luo, Jie Ouyang +9
FUGNN: Harmonizing Fairness and Utility in Graph Neural Networks
Renqiang Luo, Huafei Huang, Shuo Yu +4
Federated Knowledge Transfer Fine-tuning Large Server Model with Resource-Constrained IoT Clients
Shaoyuan Chen, Linlin You, Rui Liu +2
Coupled Attention Networks for Multivariate Time Series Anomaly Detection
Feng Xia, Xin Chen, Shuo Yu +3
Marking the Pace: A Blockchain-Enhanced Privacy-Traceable Strategy for Federated Recommender Systems
Zhen Cai, Tao Tang, Shuo Yu +2
PANDORA: Deep graph learning based COVID-19 infection risk level forecasting
Shuo Yu, Feng Xia, Yueru Wang +3
Claw-R1: A Step-Level Data Middleware System for Agentic Reinforcement Learning
Daoyu Wang, Mingyue Cheng, Qingchuan Li +3
Mind2Report: A Cognitive Deep Research Agent for Expert-Level Commercial Report Synthesis
Mingyue Cheng, Daoyu Wang, Qi Liu +7
HALO: Half Life-Based Outdated Fact Filtering in Temporal Knowledge Graphs
Feng Ding, Tingting Wang, Yupeng Gao +3