Nanqing Dong

1. Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System
   2024/10/12 by Haoyang Su, Su, Haoyang, Renqi Chen +17 · 22 citations
   Business, Management and Accounting · Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Big Data and Business Intelligence #Cognitive Science and Mapping #Complex Systems and Decision Making #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
2. From AI for Science to Agentic Science: A Survey on Autonomous Scientific Discovery
   2025/08/18 by Jiaqi Wei, Yuejin Yang, Yue-Jin Yang +52 · 3 voices · 18 citations
   Computer Science · Decision Sciences · #Scientific Computing and Data Management #cs.LG
3. Federated Contrastive Learning for Decentralized Unlabeled Medical Images
   2021/09/15 by Nanqing Dong, ID Voiculescu, Dong, Nanqing +2 · 3 citations
   Computer Science · Engineering · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Microwave Imaging and Scattering Analysis #Tumors and Oncological Cases #electronic engineering #information engineering
4. ContraNovo: A Contrastive Learning Approach to Enhance De Novo Peptide Sequencing
   2023/12/18 by Zhi Jin, Sheng Xu, Jin, Zhi +15 · 7 citations
   Biochemistry, Genetics and Molecular Biology · Chemistry · #Advanced Proteomics Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Mass Spectrometry Techniques and Applications #Quantitative Methods (q-bio.QM)
5. Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA
   2024/12/18 by Lifeng Qiao, Qiao, Lifeng, Ye Peng +13 · 3 citations
   Biochemistry, Genetics and Molecular Biology · #FOS: Biological sciences #FOS: Computer and information sciences #Genomics (q-bio.GN) #Genomics and Phylogenetic Studies #Machine Learning (cs.LG) #RNA and protein synthesis mechanisms
6. Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models
   2024/12/26 by Haonan He, Yuchen Ren, He, Haonan +26 · 2 citations
   Biochemistry, Genetics and Molecular Biology · #Bioinformatics and Genomic Networks #Biomedical Text Mining and Ontologies #Genetics, Bioinformatics, and Biomedical Research
7. AI-Driven Automation Can Become the Foundation of Next-Era Science of Science Research
   2025/05/17 by Renqi Chen, Chen, Renqi, Haoyang Su +18 · 1 voice
   Computer Science · Decision Sciences · Materials Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning and Data Classification #Machine Learning in Materials Science #Physics and Society (physics.soc-ph) #Scientific Computing and Data Management #cs.AI #cs.CL #physics.soc-ph
8. Defending Against Poisoning Attacks in Federated Learning with Blockchain
   2023/07/02 by Nanqing Dong, Dong, Nanqing, Zhipeng Wang +9 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Blockchain Technology Applications and Security #Computer Science and Game Theory (cs.GT) #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
9. An Embarrassingly Simple Approach to Enhance Transformer Performance in Genomic Selection for Crop Breeding
   2024/05/15 by Renqi Chen, Chen, Renqi, Wenwei Han +14 · 1 citation
   Agricultural and Biological Sciences · Biochemistry, Genetics and Molecular Biology · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Genetic Mapping and Diversity in Plants and Animals #Genetically Modified Organisms Research #Genetics and Plant Breeding #Machine Learning (cs.LG)
10. Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows
    2025/12/18 by Wanghan Xu, Yuhao Zhou, Xu, Wanghan +214 · 1 voice · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Decision Sciences · #Biomedical Text Mining and Ontologies #Scientific Computing and Data Management #Topic Modeling #cs.AI #cs.CL #cs.LG