Hua, Zhigang

1. Retrieval-Augmented Generation with Graphs (GraphRAG)
   2024/12/31 by Haoyu Han, Han, Haoyu, Yu Wang +32 · 42 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Machine Learning and Algorithms #DNA and Biological Computing
2. RAG vs. GraphRAG: A Systematic Evaluation and Key Insights
   2025/02/17 by Haoyu Han, Han, Haoyu, Yu Wang +17 · 18 citations
   Computer Science · #AI-based Problem Solving and Planning #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Information Retrieval (cs.IR)
3. Learning Graph Quantized Tokenizers
   2024/10/17 by Wang, Limei, Kaveh Hassani, Hassani, Kaveh +16 · 8 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Topic Modeling
4. Unified Semantic and ID Representation Learning for Deep Recommenders
   2025/02/23 by Lin, Guanyu, Hua, Zhigang, Feng, Tao +3 · 7 citations
   #FOS: Computer and information sciences #Information Retrieval (cs.IR)
5. A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs
   2021/06/09 by Runzhong Wang, Wang, Runzhong, Zhigang Hua +15 · 2 citations
   Computer Science · Engineering · #Combinatorics (math.CO) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #FOS: Mathematics #Graph Theory and Algorithms #Machine Learning (cs.LG) #Vehicle Routing Optimization Methods
6. VCR-Graphormer: A Mini-batch Graph Transformer via Virtual Connections
   2024/03/24 by Dongqi Fu, Zhigang Hua, Fu, Dongqi +16 · 4 citations
   Computer Science · #FOS: Computer and information sciences #Graph Theory and Algorithms #Interconnection Networks and Systems #Machine Learning (cs.LG)
7. A Scalable and Effective Alternative to Graph Transformers
   2024/06/17 by Sancak, Kaan, Hua, Zhigang, Fang, Jin +5 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)