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Tang, Xianfeng

  1. A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness
    2024/11/04 by Fali Wang, Zhiwei Zhang, Wang, Fali +26 · 3 voices · 40 citations
    Computer Science · #68T50 (Primary) 68T07 (Secondary) #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Machine Learning (cs.LG) #Topic Modeling #cs.AI #cs.CL #cs.LG
  2. Graph Structure Learning for Robust Graph Neural Networks
    2020/05/20 by Wei Jin, Yao Ma, Jin, Wei +9 · 30 citations
    Computer Science · #Advanced Graph Neural Networks #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI)
  3. Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction
    2018/02/23 by Huaxiu Yao, Fei Wu, Yao, Huaxiu +15 · 28 citations
    Engineering · Social Sciences · #Traffic Prediction and Management Techniques #Transportation Planning and Optimization #Human Mobility and Location-Based Analysis
  4. SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models
    2025/04/10 by Chen, Hardy, Haoqin Tu, Tu, Haoqin +12 · 81 citations
    Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  5. Retrieval-Augmented Generation with Graphs (GraphRAG)
    2024/12/31 by Haoyu Han, Yu Wang, Han, Haoyu +32 · 39 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Machine Learning and Algorithms #DNA and Biological Computing
  6. Catastrophic Failure of LLM Unlearning via Quantization
    2024/10/21 by Zhiwei Zhang, Zhang, Zhiwei, Fali Wang +15 · 4 voices · 21 citations
    Social Sciences · #Comparative and International Law Studies #Artificial Intelligence in Law #Legal Education and Practice Innovations
  7. Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction
    2018/03/03 by Huaxiu Yao, Yao, Huaxiu, Xianfeng Tang +7 · 8 citations
    Engineering · Social Sciences · #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
  8. Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values
    2019/11/22 by Tang, Xianfeng, Yao, Huaxiu, Sun, Yiwei +3 · 5 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  9. Language Models As Semantic Indexers
    2023/10/11 by Jin, Bowen, Zeng, Hansi, Wang, Guoyin +10 · 7 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
  10. Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and Beyond
    2024/03/15 by Tianxin Wei, Bowen Jin, Wei, Tianxin +19 · 9 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Information Retrieval (cs.IR) #Multimedia (cs.MM) #Recommender Systems and Techniques #Topic Modeling
  11. IHEval: Evaluating Language Models on Following the Instruction Hierarchy
    2025/02/12 by Zhang, Zhihan, Li, Shiyang, Zhang, Zixuan +11 · 12 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  12. Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation
    2023/07/19 by Jin, Wei, Mao, Haitao, Li, Zheng +17 · 6 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
  13. BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering
    2024/02/16 by Wang, Haoyu, Li, Ruirui, Jiang, Haoming +7 · 6 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  14. Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models
    2024/10/28 by Jin, Yilun, Li, Zheng, Zhang, Chenwei +19 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction
    2019/01/24 by Yao, Huaxiu, Liu, Yiding, Wei, Ying +2 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  16. Exploring Query Understanding for Amazon Product Search
    2024/08/05 by Chen Luo, Luo, Chen, Xianfeng Tang +27 · 4 citations
    Computer Science · #Web Data Mining and Analysis
  17. Task-Agnostic Graph Explanations
    2022/02/16 by Xie, Yaochen, Katariya, Sumeet, Tang, Xianfeng +4 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. A Unified Framework of Graph Information Bottleneck for Robustness and Membership Privacy
    2023/06/14 by Dai, Enyan, Cui, Limeng, Wang, Zhengyang +5 · 3 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  19. Large Language Models in the Clinic: A Comprehensive Benchmark
    2024/04/25 by Liu, Fenglin, Li, Zheng, Hongjian Zhou +21 · 3 citations
    Health Professions · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences
  20. Sequential LLM Framework for Fashion Recommendation
    2024/10/15 by Han Liu, Xianfeng Tang, Liu, Han +18 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Recommender Systems and Techniques
  21. Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach
    2024/06/05 by Haoyu Han, Han, Haoyu, Juanhui Li +13 · 3 citations
    Computer Science · #Advanced Graph Neural Networks
  22. m1: Unleash the Potential of Test-Time Scaling for Medical Reasoning with Large Language Models
    2025/04/01 by Jin Wu, Huang, Xiaoke, Hui Liu +6 · 8 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Healthcare #Topic Modeling
  23. Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
    2025/02/18 by Cui, Yingqian, He, Pengfei, Zeng, Jingying +11 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  24. MedVLThinker: Simple Baselines for Multimodal Medical Reasoning
    2025/08/04 by Xiaoke Huang, Jianzhen Wu, Huang, Xiaoke +7 · 9 citations
    Computer Science · #Multimodal Machine Learning Applications #Machine Learning in Healthcare #Topic Modeling
  25. AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks
    2025/07/26 by Fali Wang, Wang, Fali, Hui Liu +19 · 7 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #I.2.7 #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  26. Learning with Less: Knowledge Distillation from Large Language Models via Unlabeled Data
    2024/11/12 by Li, Juanhui, Nag, Sreyashi, Liu, Hui +7 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  27. Node Injection Attacks on Graphs via Reinforcement Learning
    2019/09/14 by Yiwei Sun, Suhang Wang, Sun, Yiwei +7 · 4 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Advanced Graph Neural Networks #Crime, Illicit Activities, and Governance
  28. Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning
    2025/03/01 by T. Liu, Ruirui Li, Liu, Tianci +18 · 4 citations
    Computer Science · Engineering · Materials Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Innovative Microfluidic and Catalytic Techniques Innovation #Machine Learning (cs.LG) #Machine Learning in Materials Science
  29. A General Framework to Enhance Fine-tuning-based LLM Unlearning
    2025/02/25 by Jie Ren, Zhenwei Dai, Ren, Jie +17 · 3 citations
    Physics and Astronomy · Engineering · #Magnetic confinement fusion research #Non-Destructive Testing Techniques #Particle accelerators and beam dynamics
  30. ViLBench: A Suite for Vision-Language Process Reward Modeling
    2025/03/26 by Haoqin Tu, Tu, Haoqin, Weitao Feng +9 · 3 citations
    Computer Science · Business, Management and Accounting · #Semantic Web and Ontologies #Business Process Modeling and Analysis #Service-Oriented Architecture and Web Services
  31. A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration
    2024/10/21 by Yingqian Cui, Cui, Yingqian, Pengfei He +11 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computability, Logic, AI Algorithms #Computation and Language (cs.CL) #Distributed systems and fault tolerance #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  32. Self-Explainable Graph Neural Networks for Link Prediction
    2023/05/21 by Zhu, Huaisheng, Luo, Dongsheng, Tang, Xianfeng +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  33. TRAJECT-Bench:A Trajectory-Aware Benchmark for Evaluating Agentic Tool Use
    2025/10/06 by Pengfei He, He, Pengfei, Zhenwei Dai +23 · 2 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Topic Modeling
  34. A Survey of Calibration Process for Black-Box LLMs
    2024/12/17 by Xie, Liangru, Hui Liu, Liu, Hui +16 · 2 citations
    Engineering · Physics and Astronomy · #Advancements in Photolithography Techniques #Superconducting Materials and Applications #Magnetic confinement fusion research
  35. Keeping an Eye on LLM Unlearning: The Hidden Risk and Remedy
    2025/05/31 by Jie Ren, Zhenwei Dai, Ren, Jie +20 · 3 citations
    Business, Management and Accounting · Computer Science · #Corporate Insolvency and Governance #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Law, AI, and Intellectual Property #Private Equity and Venture Capital
  36. Efficient Long CoT Reasoning in Small Language Models
    2025/05/24 by Zhaoyang Wang, Wang, Zhaoyang, Jinqi Jiang +9 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
  37. Comprehensive Vulnerability Analysis is Necessary for Trustworthy LLM-MAS
    2025/06/02 by He, Pengfei, Xing, Yue, Dong, Shen +7 · 4 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  38. Divide-Verify-Refine: Can LLMs Self-Align with Complex Instructions?
    2024/10/16 by Zhang, Xianren, Tang, Xianfeng, Liu, Hui +4 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  39. Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in VLMs
    2025/10/20 by Liu, Zhining, Chen, Ziyi, Liu, Hui +9 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  40. To trust or not to trust: Attention-based Trust Management for LLM Multi-Agent Systems
    2025/06/03 by Pengfei He, He, Pengfei, Zhenwei Dai +20 · 3 citations
    Computer Science · #Cloud Data Security Solutions #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  41. Mitigating Heterogeneous Token Overfitting in LLM Knowledge Editing
    2025/02/02 by Liu, Tianci, Li, Ruirui, Dong, Zihan +6 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  42. Unlocking the Power of Multi-Agent LLM for Reasoning: From Lazy Agents to Deliberation
    2025/11/04 by Zhiwei Zhang, Zhang, Zhiwei, Xiaomin Li +18 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  43. Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning
    2025/01/14 by Han, Haoyu, Xie, Yaochen, Liu, Hui +8 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  44. Can Large Language Models Adequately Perform Symbolic Reasoning Over Time Series?
    2025/08/05 by Liu, Zewen, Ni, Juntong, Tang, Xianfeng +3 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences