Junfeng Fang

1. From System 1 to System 2: A Survey of Reasoning Large Language Models
   2025/02/24 by Zhongzhi Li, Duzhen Zhang, Li, Zhong-Zhi +36 · 65 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques
2. Multi-agent Architecture Search via Agentic Supernet
   2025/02/06 by G. Zhang, Zhang, Guibin, Junfeng Fang +8 · 36 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Agent-Based Network Management #Multiagent Systems (cs.MA) #Network Security and Intrusion Detection #Software System Performance and Reliability
3. G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
   2024/10/15 by Guibin Zhang, Zhang, Guibin, Yanwei Yue +14 · 18 citations
   Computer Science · Engineering · #Model-Driven Software Engineering Techniques #Semantic Web and Ontologies #Modular Robots and Swarm Intelligence
4. A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
   2025/04/22 by Kun Wang, Guibin Zhang, Wang, Kun +193 · 30 citations
   Computer Science · Health Professions · Medicine · #Adversarial Robustness in Machine Learning #Occupational Health and Safety Research #Artificial Intelligence in Healthcare and Education
5. Are Reasoning Models More Prone to Hallucination?
   2025/05/29 by Zijun Yao, Yao, Zijun, Y.J. Liu +12 · 23 citations
   Decision Sciences · Computer Science · #Decision-Making and Behavioral Economics #Logic, Reasoning, and Knowledge #Explainable Artificial Intelligence (XAI)
6. Search and Refine During Think: Facilitating Knowledge Refinement for Improved Retrieval-Augmented Reasoning
   2025/05/16 by Yaorui Shi, Sihang Li, Shi, Yaorui +13 · 21 citations
   Computer Science · #AI-based Problem Solving and Planning #Intelligent Tutoring Systems and Adaptive Learning #Semantic Web and Ontologies
7. AgentSafe: Safeguarding Large Language Model-based Multi-agent Systems via Hierarchical Data Management
   2025/03/06 by Junyuan Mao, Mao, Junyuan, Meng, Fanci +14 · 11 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Big Data and Digital Economy #Blockchain Technology Applications and Security
8. Context-DPO: Aligning Language Models for Context-Faithfulness
   2024/12/18 by Baolong Bi, Shaohan Huang, Bi, Baolong +25 · 10 citations
   Social Sciences · #Religion, Spirituality, and Psychology
9. SafeMLRM: Demystifying Safety in Multi-modal Large Reasoning Models
   2025/04/09 by Junfeng Fang, Yukai Wang, Fang, Junfeng +12 · 13 citations
   Computer Science · Decision Sciences · Health Professions · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Occupational Health and Safety Research #Risk and Safety Analysis #Topic Modeling
10. Reinforced Lifelong Editing for Language Models
    2025/02/09 by Zherui Li, Li, Zherui, Hao Chen +12 · 9 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling
11. Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence
    2024/12/18 by Jinghan He, Kuan Zhu, He, Jinghan +17 · 1 voice · 6 citations
    Computer Science · Medicine · Neuroscience · #Advanced Neuroimaging Techniques and Applications #Functional Brain Connectivity Studies #Neurological disorders and treatments #cs.CL #cs.CV
12. NExT-Mol: 3D Diffusion Meets 1D Language Modeling for 3D Molecule Generation
    2025/02/18 by Zhiyuan Liu, Liu, Zhiyuan, Yanchen Luo +17 · 7 citations
    Materials Science · #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Quantitative Methods (q-bio.QM)
13. GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning
    2025/05/16 by Yue Liu, Liu, Yue, Zhai, Shengfang +19 · 10 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Multimodal Machine Learning Applications #Topic Modeling
14. Modeling Spatio-temporal Dynamical Systems with Neural Discrete Learning and Levels-of-Experts
    2024/02/06 by Kun Wang, Hao Wu, Wang, Kun +13 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
15. Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models
    2025/03/20 by Baolong Bi, Shenghua Liu, Bi, Baolong +11 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
16. AlphaSteer: Learning Refusal Steering with Principled Null-Space Constraint
    2025/06/08 by Leheng Sheng, Sheng, Leheng, C. P. Shen +15 · 7 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Network Security and Intrusion Detection #Advanced Malware Detection Techniques
17. The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs
    2024/06/18 by Kun Wang, Guibin Zhang, Wang, Kun +15 · 2 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
18. Optimizing Multispectral Object Detection: A Bag of Tricks and Comprehensive Benchmarks
    2024/11/27 by Chen Zhou, Peng Cheng, Zhou, Chen +15 · 2 citations
    Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Target Detection Methodologies #Remote-Sensing Image Classification
19. LLM-Virus: Evolutionary Jailbreak Attack on Large Language Models
    2024/12/28 by Miao Yu, Junfeng Fang, Yu, Miao +11 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #Hate Speech and Cyberbullying Detection #Law, AI, and Intellectual Property
20. Mind Scramble: Unveiling Large Language Model Psychology Via Typoglycemia
    2024/10/02 by Miao Yu, Yu, Miao, Junyuan Mao +17 · 2 citations
    Computer Science · Neuroscience · #Artificial Intelligence in Education #Neuroscience, Education and Cognitive Function
21. DAMA: Data- and Model-aware Alignment of Multi-modal LLMs
    2025/02/04 by J.J. Lu, Lu, Jinda, Junkang Wu +15 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies
22. Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems
    2025/05/31 by Zherui Li, Li, Zherui, Mi Yan +10 · 3 citations
    Decision Sciences · Computer Science · #Multi-Criteria Decision Making #Bayesian Modeling and Causal Inference #Information and Cyber Security
23. Thinking Once Is Enough: Intermediate-Layer Evidence Routing for High-Resolution VQA
    2026/07/30 by Zhongkuan Mao, Xianjie Liu, Tianyu Meng +9
    Computer Science · #cs.CV