Publications

📄 Publications

📝 Pre-print

1. A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness
   Fali Wang, Zhiwei Zhang, Xianren Zhang, Zongyu Wu, Tzuhao Mo, Qiuhao Lu, Wanjing Wang, Rui Li, Junjie Xu, Xianfeng Tang, Qi He, Yao Ma, Ming Huang, Suhang Wang
   [📄 Paper]

2. AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks
   Fali Wang, Hui Liu, Zhenwei Dai, Jingying Zeng, Zhiwei Zhang, Zongyu Wu, Chen Luo, Zhen Li, Xianfeng Tang, Qi He, Suhang Wang
   [📄 Paper]

🎤 Conference Papers

1. A Survey on Small Language Models in the Era of Large Language Models: Architecture, Capabilities, and Trustworthiness (KDD 2025)
   Fali Wang, Minhua Lin, Yao Ma, Hui Liu, Qi He, Xianfeng Tang, Jiliang Tang, Jian Pei, Suhang Wang
   [📄 Paper]

2. InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration (EMNLP 2024)
   Fali Wang, Runxue Bao, Suhang Wang, Wenchao Yu, Yanchi Liu, Wei Cheng, Haifeng Chen
   [📄 Paper]

3. HC-GST: Heterophily-aware Distribution Consistency-based Graph Self-training (CIKM 2024)
   Fali Wang, Tianxiang Zhao, Junjie Xu, Suhang Wang
   [📄 Paper]

4. Distribution Consistency-based Self-Training for Graph Neural Networks with Sparse Labels (WSDM 2024)
   Fali Wang, Tianxiang Zhao, Suhang Wang
   [📄 Paper]

📚 Journal Papers

1. Study and simulation of machining speed connection based on multi-axis linkage NC wood engraving machine 2018
   Fali Wang, JiLong Bian, FengMing Zhang, Lin Ge, Hui Ma, GuangJun Chen
   Journal of Northeast Forestry University