Zheng, Hongye

1. Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation
   2024/11/06 by Dong, Yuxin, Wang, Shuo, Zheng, Hongye +3 · 4 citations
   #FOS: Computer and information sciences #Information Retrieval (cs.IR)
2. Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training
   2024/12/06 by Jiajing Chen, Bingying Liu, Chen, Jiajing +8 · 4 citations
   Computer Science · #Topic Modeling
3. Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models
   2024/12/09 by Zhen Qi, Qi, Zhen, Jiajing Chen +8 · 2 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques
4. Context-Guided Dynamic Retrieval for Improving Generation Quality in RAG Models
   2025/04/28 by Jacky He, He, Jacky, Guiran Liu +8 · 5 citations
   Computer Science · #Advanced Graph Neural Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
5. Dynamic Adaptation of LoRA Fine-Tuning for Efficient and Task-Specific Optimization of Large Language Models
   2025/01/24 by Xiaoxuan Liao, Chihang Wang, Liao, Xiaoxuan +8 · 2 citations
   Computer Science · Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics and Automated Systems #Speech and dialogue systems #Topic Modeling
6. Feature Alignment-Based Knowledge Distillation for Efficient Compression of Large Language Models
   2024/12/27 by Shuo Wang, Chihang Wang, Wang, Shuo +9 · 2 citations
   Computer Science · #Natural Language Processing Techniques
7. Modeling Multi-Hop Semantic Paths for Recommendation in Heterogeneous Information Networks
   2025/05/09 by Zheng, Hongye, Yue Xing, Xing, Yue +7 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Advanced Technologies in Various Fields #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Recommender Systems and Techniques
8. Adaptive Friction in Deep Learning: Enhancing Optimizers with Sigmoid and Tanh Function
   2024/08/07 by Hongye Zheng, Zheng, Hongye, Bing Xing Wang +9 · 1 citation
   Engineering · #Artificial Intelligence (cs.AI) #Brake Systems and Friction Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Vehicle Dynamics and Control Systems
9. Pre-trained Language Models and Few-shot Learning for Medical Entity Extraction
   2025/04/06 by Xiaokai Wang, Guiran Liu, Wang, Xiaokai +9 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Graph Neural Networks #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
10. A LongFormer-Based Framework for Accurate and Efficient Medical Text Summarization
    2025/03/10 by Sun, Dan, He, Jacky, Zhang, Hanlu +3 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
11. Towards Robust Few-Shot Text Classification Using Transformer Architectures and Dual Loss Strategies
    2025/05/09 by Xu Han, Yumeng Sun, Han, Xu +6 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Text and Document Classification Technologies #Topic Modeling