📜 Selected Publications
* for Co-first Author †for corresponding author2026
- Deep Tabular Research via Continual Experience-Driven Execution.
Junnan Dong, Chuang Zhou, Zheng Yuan, Yifei Yu, Siyu An, Di Yin, Xing Sun, Feiyue Huang
arXiv - HyperRAG: Query-centric Graph Retrieval-Augmented Generation with Adaptive Knowledge Structuring
Chuang Zhou, Junnan Dong (Project Lead), Yilin Xiao, Su Dong, Shengyuan Chen, Di Yin, Xiao Huang
ACL Main 2026 - Collision to Cognition: Hash-Driven Graph Construction for Efficient RAG.
Chuang Zhou, Junnan Dong†, Linhao Luo, Zhaozhuo Xu, Yilin Xiao, Junnan Dong, Siyu An, di yin, Xing Sun, Xiao Huang
ACL Main 2026 - MoG: Mixture of Experts for Graph-Augmented Complex Reasoning.
Zheng Yuan, Chuang Zhou, Linhao Luo, Junnan Dong†, Siyu An, di yin, Xing Sun, Xiao Huang
arXiv
2025
- Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning
Junnan Dong, Siyu An, Yifei Yu, Qian-wen Zhang, Linhao Luo, Xiao Huang, Yunsheng Wu, Di Yin, Xing Sun
ICLR 2026(✨admitted by the DeepSeek Official Awesome Integrations)

- GraphRAG-Bench: Challenging Domain-Specific Reasoning for Graph Retrieval-Augmented Generation
Yilin Xiao*, Junnan Dong*†, Chuang Zhou, Su Dong, Qian-wen Zhang, Di Yin, Xing Sun, Xiao HuangarXiv

2024
- CLR-Bench: Evaluating Large Language Models in College-level Reasoning.
Junnan Dong, Zijin Hong, Yuanchen Bei, Feiran Huang, Xinrun Wang, Xiao Huang
arXiv

- Cost-efficient Knowledge-based Question Answering with Large Language Models.
Junnan Dong, Qinggang Zhang, Chuang Zhou, Hao Chen, Daochen Zha, Xiao HuangThirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS)

- Modality-Aware Integration with Large Language Models for Knowledge-based VQA.
Junnan Dong, Qinggang Zhang, Huachi Zhou, Daochen Zha, Pai Zheng, Xiao HuangThe 62nd Annual Meeting of the Association for Computational Linguistics (ACL Main)

- KnowGPT: Knowledge Graph Prompting for Large Language Models.
Qinggang Zhang*, Junnan Dong* (Co-First), Hao Chen, Xiao Huang, Daochen Zha, Zailiang Yu
Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS)/span>

2023
- Hierarchy-Aware Multi-Hop Question Answering over Knowledge Graphs.
Junnan Dong, Qinggang Zhang, Xiao Huang, Keyu Duan, Qiaoyu Tan, Zhimeng Jiang
The ACM Web Conference(WWW)

- Active Ensemble Learning for Knowledge Graph Error Detection.
Junnan Dong, Qinggang Zhang, Xiao Huang, Qiaoyu Tan, Daochen Zha, Zihao Zhao
ACM International Conference on Web Search and Data Mining (WSDM)

- Gradual Study Advising with Course Knowledge Graphs.
Junnan Dong, Wentao Li, Yaowei Wang, Qing Li,
George Baciu, Jiannong Cao, Xiao Huang, Richard Li Chen, Peter Ng
Internation Conference on Web-based Learning (ICWL)
